Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [7]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [8]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[8]:
<matplotlib.image.AxesImage at 0x18b63c50>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [9]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[9]:
<matplotlib.image.AxesImage at 0x1ba42588>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.4.0
Default GPU Device: /device:GPU:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [11]:
import problem_unittests as tests
tf.reset_default_graph()
def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    input_real = tf.placeholder(dtype=tf.float32,shape=(None,image_width,image_height,image_channels),name='input_real')
    input_z = tf.placeholder(dtype=tf.float32,shape=(None,z_dim),name='input_z')
    learning_rate = tf.placeholder(dtype=tf.float32,shape=None,name='learning_rate')
    
    return (input_real,input_z,learning_rate)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [46]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    with tf.variable_scope('discriminator',reuse=reuse):
        alpha = 0.2
        #28x28x3
        x1 = tf.layers.conv2d(images,64,5,strides=2,padding='same')
        x1 = tf.nn.relu(x1)
        #x1 = tf.maximum(x1*alpha,x1)
        #x1 = tf.sigmoid(x1)*x1
        #print(x1.get_shape())
        #14x14x64
        
        x2 = tf.layers.conv2d(x1,128,5,strides=2,padding='same')
        x2 = tf.layers.batch_normalization(x2,training=True)
        x2 = tf.nn.relu(x2)
        #x2 = tf.maximum(x2*alpha,x2)
        #x2 = tf.sigmoid(x2)*x2
        #print(x2.get_shape())
        #7x7x128
        
        x3 = tf.layers.conv2d(x2,256,5,strides=2,padding='same')
        x3 = tf.layers.batch_normalization(x3,training=True)
        x3 = tf.nn.relu(x3)
        #x3 = tf.maximum(x3*alpha,x3)
        #x3 = tf.sigmoid(x3)*x3
        #print(x3.get_shape())
        #4x4x256
        
        flat = tf.reshape(x3,(-1,4*4*256))
        logits = tf.layers.dense(flat,1)
        #logits = tf.layers.dropout(logits,0.5,True)
        output = tf.sigmoid(logits)
        #print(flat.get_shape())
    return (output,logits)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [47]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    with tf.variable_scope('generator',reuse=not is_train):
        # TODO: Implement Function
        alpha = 0.2
        x1 = tf.layers.dense(z,4*4*512)
        #x1 = tf.layers.dropout(x1,0.6,training=is_train)
        x1 = tf.reshape(x1,(-1,4,4,512))
        x1 = tf.layers.batch_normalization(x1,training=is_train)
        x1 = tf.maximum(x1*alpha,x1)
        #x1 = tf.sigmoid(x1)*x1
        #print(x1.get_shape())
        #4x4X512
        
        x2 = tf.layers.conv2d_transpose(x1,256,4,strides=1,padding='valid')
        x2 = tf.layers.batch_normalization(x2,training=is_train)
        x2 = tf.maximum(x2*alpha,x2)
        #x2 = tf.sigmoid(x2)*x2
        #print(x2.get_shape())
        #7x7x256
        
        x3 = tf.layers.conv2d_transpose(x2,128,5,strides=2,padding='same')
        x3 = tf.layers.batch_normalization(x3,training=is_train)
        x3 = tf.maximum(x3*alpha,x3)
        #x3 = tf.sigmoid(x3)*x3
        #print(x3.get_shape())
        #14x14x128

        logits = tf.layers.conv2d_transpose(x3,filters=out_channel_dim,kernel_size=5,strides=2,padding='same')
        out = tf.tanh(logits)
        #print(out.get_shape())
        #28x28x3
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [41]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    smooth = 0.1
    g_model = generator(input_z,out_channel_dim)
    d_model_real, d_logit_real = discriminator(input_real)
    d_model_fake, d_logit_fake = discriminator(g_model,reuse=True)
    
    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logit_real,\
                                                                         labels=tf.ones_like(d_model_real)*(1-smooth)))
    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logit_fake,\
                                                                         labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logit_fake,\
                                                     labels=tf.ones_like(d_model_fake)))
    d_loss = d_loss_real+d_loss_fake
    
    return (d_loss,g_loss)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [42]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_var = tf.trainable_variables()
    g_var = [var for var in t_var if var.name.startswith('generator')]
    d_var = [var for var in t_var if var.name.startswith('discriminator')]
    
    d_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(d_loss,var_list=d_var)
    g_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(g_loss,var_list=g_var)
    return (d_train_opt,g_train_opt)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [43]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [44]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    import numpy as np
    input_real,input_z,learning_rate_ = model_inputs(data_shape[1],data_shape[2],data_shape[3],z_dim)
    d_loss, g_loss = model_loss(input_real,input_z,data_shape[3])
    #print(data_shape[3])
    d_opt, g_opt = model_opt(d_loss,g_loss,learning_rate_,beta1)
    
    saver = tf.train.Saver()
    sample,losses = [],[]
    steps = 0
        
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                batch_images = batch_images*2
                batch_z = np.random.uniform(-1,1,size=[batch_size,z_dim])
                
                _ = sess.run(d_opt,feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_:learning_rate})
                _ = sess.run(g_opt,feed_dict={input_z:batch_z,input_real:batch_images,learning_rate_:learning_rate})
                
                if steps % 10 == 0:
                    train_loss_d = d_loss.eval({input_z:batch_z,input_real:batch_images})
                    train_loss_g = g_loss.eval({input_z:batch_z})
                
                    print("Epoch {}/{}...".format(epoch_i+1,epoch_count),
                          "Step {}".format(steps),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    # Save losses to view after training
                    losses.append((train_loss_d, train_loss_g))
                
                if steps % 100 == 0:
                    show_generator_output(sess=sess,n_images=25,input_z=input_z,out_channel_dim=data_shape[3],image_mode=data_image_mode)
                    saver.save(sess, './checkpoints/generator.ckpt')

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [24]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.3
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Step 10 Discriminator Loss: 1.0248... Generator Loss: 1.3316
Epoch 1/2... Step 20 Discriminator Loss: 0.6519... Generator Loss: 5.2033
Epoch 1/2... Step 30 Discriminator Loss: 0.6035... Generator Loss: 11.3079
Epoch 1/2... Step 40 Discriminator Loss: 0.4363... Generator Loss: 4.7861
Epoch 1/2... Step 50 Discriminator Loss: 0.4893... Generator Loss: 2.3846
Epoch 1/2... Step 60 Discriminator Loss: 0.4833... Generator Loss: 2.9803
Epoch 1/2... Step 70 Discriminator Loss: 0.9251... Generator Loss: 1.5962
Epoch 1/2... Step 80 Discriminator Loss: 0.5153... Generator Loss: 3.3257
Epoch 1/2... Step 90 Discriminator Loss: 0.6924... Generator Loss: 1.6656
Epoch 1/2... Step 100 Discriminator Loss: 0.5881... Generator Loss: 3.9309
Epoch 1/2... Step 110 Discriminator Loss: 5.3509... Generator Loss: 9.2218
Epoch 1/2... Step 120 Discriminator Loss: 1.2050... Generator Loss: 0.9987
Epoch 1/2... Step 130 Discriminator Loss: 1.0885... Generator Loss: 1.2748
Epoch 1/2... Step 140 Discriminator Loss: 1.1735... Generator Loss: 2.0781
Epoch 1/2... Step 150 Discriminator Loss: 1.8884... Generator Loss: 2.4368
Epoch 1/2... Step 160 Discriminator Loss: 1.5235... Generator Loss: 0.4961
Epoch 1/2... Step 170 Discriminator Loss: 2.3394... Generator Loss: 0.1818
Epoch 1/2... Step 180 Discriminator Loss: 1.2206... Generator Loss: 0.6713
Epoch 1/2... Step 190 Discriminator Loss: 0.9954... Generator Loss: 1.9979
Epoch 1/2... Step 200 Discriminator Loss: 1.2857... Generator Loss: 0.9377
Epoch 1/2... Step 210 Discriminator Loss: 1.1252... Generator Loss: 2.6354
Epoch 1/2... Step 220 Discriminator Loss: 0.7063... Generator Loss: 2.1247
Epoch 1/2... Step 230 Discriminator Loss: 0.8867... Generator Loss: 1.3447
Epoch 1/2... Step 240 Discriminator Loss: 1.1367... Generator Loss: 0.8469
Epoch 1/2... Step 250 Discriminator Loss: 1.0179... Generator Loss: 1.0271
Epoch 1/2... Step 260 Discriminator Loss: 1.9011... Generator Loss: 0.3284
Epoch 1/2... Step 270 Discriminator Loss: 0.8262... Generator Loss: 1.3363
Epoch 1/2... Step 280 Discriminator Loss: 1.4611... Generator Loss: 0.5484
Epoch 1/2... Step 290 Discriminator Loss: 1.1595... Generator Loss: 0.8659
Epoch 1/2... Step 300 Discriminator Loss: 1.0030... Generator Loss: 2.2642
Epoch 1/2... Step 310 Discriminator Loss: 0.6213... Generator Loss: 1.9115
Epoch 1/2... Step 320 Discriminator Loss: 2.8994... Generator Loss: 4.6037
Epoch 1/2... Step 330 Discriminator Loss: 1.0559... Generator Loss: 0.9654
Epoch 1/2... Step 340 Discriminator Loss: 1.5845... Generator Loss: 0.4639
Epoch 1/2... Step 350 Discriminator Loss: 1.4763... Generator Loss: 0.4812
Epoch 1/2... Step 360 Discriminator Loss: 1.2216... Generator Loss: 1.1068
Epoch 1/2... Step 370 Discriminator Loss: 1.1752... Generator Loss: 0.9102
Epoch 1/2... Step 380 Discriminator Loss: 1.0484... Generator Loss: 1.0389
Epoch 1/2... Step 390 Discriminator Loss: 2.1421... Generator Loss: 4.1042
Epoch 1/2... Step 400 Discriminator Loss: 1.2216... Generator Loss: 0.7780
Epoch 1/2... Step 410 Discriminator Loss: 1.2645... Generator Loss: 0.9970
Epoch 1/2... Step 420 Discriminator Loss: 0.7817... Generator Loss: 1.3827
Epoch 1/2... Step 430 Discriminator Loss: 0.8280... Generator Loss: 2.5067
Epoch 1/2... Step 440 Discriminator Loss: 1.1233... Generator Loss: 0.8360
Epoch 1/2... Step 450 Discriminator Loss: 1.0313... Generator Loss: 0.8793
Epoch 1/2... Step 460 Discriminator Loss: 1.4325... Generator Loss: 0.6000
Epoch 1/2... Step 470 Discriminator Loss: 1.4340... Generator Loss: 0.6306
Epoch 1/2... Step 480 Discriminator Loss: 1.0683... Generator Loss: 0.9621
Epoch 1/2... Step 490 Discriminator Loss: 1.1513... Generator Loss: 1.1276
Epoch 1/2... Step 500 Discriminator Loss: 1.5482... Generator Loss: 0.5518
Epoch 1/2... Step 510 Discriminator Loss: 0.9976... Generator Loss: 1.4860
Epoch 1/2... Step 520 Discriminator Loss: 0.9974... Generator Loss: 1.2303
Epoch 1/2... Step 530 Discriminator Loss: 1.1009... Generator Loss: 0.7807
Epoch 1/2... Step 540 Discriminator Loss: 1.1844... Generator Loss: 1.7051
Epoch 1/2... Step 550 Discriminator Loss: 1.1659... Generator Loss: 0.9468
Epoch 1/2... Step 560 Discriminator Loss: 1.2060... Generator Loss: 1.3511
Epoch 1/2... Step 570 Discriminator Loss: 1.1998... Generator Loss: 0.7965
Epoch 1/2... Step 580 Discriminator Loss: 1.2091... Generator Loss: 0.7391
Epoch 1/2... Step 590 Discriminator Loss: 1.0544... Generator Loss: 1.6399
Epoch 1/2... Step 600 Discriminator Loss: 0.9150... Generator Loss: 1.2708
Epoch 1/2... Step 610 Discriminator Loss: 1.5438... Generator Loss: 2.7130
Epoch 1/2... Step 620 Discriminator Loss: 1.2127... Generator Loss: 0.7232
Epoch 1/2... Step 630 Discriminator Loss: 1.2208... Generator Loss: 0.7476
Epoch 1/2... Step 640 Discriminator Loss: 1.0198... Generator Loss: 1.9968
Epoch 1/2... Step 650 Discriminator Loss: 1.3304... Generator Loss: 0.7077
Epoch 1/2... Step 660 Discriminator Loss: 1.0317... Generator Loss: 1.8336
Epoch 1/2... Step 670 Discriminator Loss: 1.8517... Generator Loss: 3.2970
Epoch 1/2... Step 680 Discriminator Loss: 0.9410... Generator Loss: 1.4195
Epoch 1/2... Step 690 Discriminator Loss: 1.0965... Generator Loss: 0.8736
Epoch 1/2... Step 700 Discriminator Loss: 1.0131... Generator Loss: 0.9436
Epoch 1/2... Step 710 Discriminator Loss: 1.2588... Generator Loss: 0.7952
Epoch 1/2... Step 720 Discriminator Loss: 1.1136... Generator Loss: 1.0134
Epoch 1/2... Step 730 Discriminator Loss: 1.0524... Generator Loss: 1.0314
Epoch 1/2... Step 740 Discriminator Loss: 1.2925... Generator Loss: 0.6550
Epoch 1/2... Step 750 Discriminator Loss: 1.3488... Generator Loss: 0.6066
Epoch 1/2... Step 760 Discriminator Loss: 0.9172... Generator Loss: 3.0813
Epoch 1/2... Step 770 Discriminator Loss: 1.0311... Generator Loss: 1.6870
Epoch 1/2... Step 780 Discriminator Loss: 1.2872... Generator Loss: 1.0827
Epoch 1/2... Step 790 Discriminator Loss: 1.0910... Generator Loss: 0.8320
Epoch 1/2... Step 800 Discriminator Loss: 1.6289... Generator Loss: 0.4391
Epoch 1/2... Step 810 Discriminator Loss: 0.8626... Generator Loss: 1.7418
Epoch 1/2... Step 820 Discriminator Loss: 1.4681... Generator Loss: 1.8365
Epoch 1/2... Step 830 Discriminator Loss: 1.0939... Generator Loss: 1.0007
Epoch 1/2... Step 840 Discriminator Loss: 0.9914... Generator Loss: 1.2278
Epoch 1/2... Step 850 Discriminator Loss: 1.0760... Generator Loss: 1.2108
Epoch 1/2... Step 860 Discriminator Loss: 1.1765... Generator Loss: 0.7321
Epoch 1/2... Step 870 Discriminator Loss: 1.2647... Generator Loss: 0.7372
Epoch 1/2... Step 880 Discriminator Loss: 1.3918... Generator Loss: 0.6455
Epoch 1/2... Step 890 Discriminator Loss: 1.3881... Generator Loss: 0.5430
Epoch 1/2... Step 900 Discriminator Loss: 0.9289... Generator Loss: 1.7351
Epoch 1/2... Step 910 Discriminator Loss: 1.0308... Generator Loss: 1.7500
Epoch 1/2... Step 920 Discriminator Loss: 1.2188... Generator Loss: 1.0419
Epoch 1/2... Step 930 Discriminator Loss: 1.3145... Generator Loss: 0.7337
Epoch 1/2... Step 940 Discriminator Loss: 1.1668... Generator Loss: 1.1097
Epoch 1/2... Step 950 Discriminator Loss: 0.9991... Generator Loss: 1.1605
Epoch 1/2... Step 960 Discriminator Loss: 1.0743... Generator Loss: 1.6024
Epoch 1/2... Step 970 Discriminator Loss: 1.1314... Generator Loss: 1.4987
Epoch 1/2... Step 980 Discriminator Loss: 1.3203... Generator Loss: 2.3575
Epoch 1/2... Step 990 Discriminator Loss: 0.9927... Generator Loss: 1.0493
Epoch 1/2... Step 1000 Discriminator Loss: 1.1543... Generator Loss: 1.0185
Epoch 1/2... Step 1010 Discriminator Loss: 1.5588... Generator Loss: 0.4350
Epoch 1/2... Step 1020 Discriminator Loss: 0.9383... Generator Loss: 1.2994
Epoch 1/2... Step 1030 Discriminator Loss: 1.1374... Generator Loss: 0.8482
Epoch 1/2... Step 1040 Discriminator Loss: 1.3267... Generator Loss: 0.7637
Epoch 1/2... Step 1050 Discriminator Loss: 0.7301... Generator Loss: 1.7287
Epoch 1/2... Step 1060 Discriminator Loss: 1.1197... Generator Loss: 1.6548
Epoch 1/2... Step 1070 Discriminator Loss: 1.1014... Generator Loss: 1.3505
Epoch 1/2... Step 1080 Discriminator Loss: 1.3171... Generator Loss: 0.7395
Epoch 1/2... Step 1090 Discriminator Loss: 1.2891... Generator Loss: 0.5924
Epoch 1/2... Step 1100 Discriminator Loss: 1.1285... Generator Loss: 0.8274
Epoch 1/2... Step 1110 Discriminator Loss: 1.0217... Generator Loss: 1.2641
Epoch 1/2... Step 1120 Discriminator Loss: 1.2792... Generator Loss: 0.6383
Epoch 1/2... Step 1130 Discriminator Loss: 1.1297... Generator Loss: 1.5716
Epoch 1/2... Step 1140 Discriminator Loss: 1.2486... Generator Loss: 0.7326
Epoch 1/2... Step 1150 Discriminator Loss: 1.0448... Generator Loss: 1.9389
Epoch 1/2... Step 1160 Discriminator Loss: 1.0785... Generator Loss: 1.2461
Epoch 1/2... Step 1170 Discriminator Loss: 1.1152... Generator Loss: 1.1413
Epoch 1/2... Step 1180 Discriminator Loss: 1.0767... Generator Loss: 0.8532
Epoch 1/2... Step 1190 Discriminator Loss: 1.2947... Generator Loss: 0.9723
Epoch 1/2... Step 1200 Discriminator Loss: 0.9754... Generator Loss: 1.7438
Epoch 1/2... Step 1210 Discriminator Loss: 0.9391... Generator Loss: 1.2834
Epoch 1/2... Step 1220 Discriminator Loss: 0.9757... Generator Loss: 1.5238
Epoch 1/2... Step 1230 Discriminator Loss: 1.1104... Generator Loss: 0.8855
Epoch 1/2... Step 1240 Discriminator Loss: 1.1155... Generator Loss: 1.8511
Epoch 1/2... Step 1250 Discriminator Loss: 0.8889... Generator Loss: 1.5625
Epoch 1/2... Step 1260 Discriminator Loss: 1.9003... Generator Loss: 0.2833
Epoch 1/2... Step 1270 Discriminator Loss: 1.1122... Generator Loss: 0.9322
Epoch 1/2... Step 1280 Discriminator Loss: 0.9768... Generator Loss: 1.8930
Epoch 1/2... Step 1290 Discriminator Loss: 1.4346... Generator Loss: 0.5290
Epoch 1/2... Step 1300 Discriminator Loss: 1.2074... Generator Loss: 0.7437
Epoch 1/2... Step 1310 Discriminator Loss: 1.1170... Generator Loss: 1.4470
Epoch 1/2... Step 1320 Discriminator Loss: 1.0607... Generator Loss: 0.8171
Epoch 1/2... Step 1330 Discriminator Loss: 1.2770... Generator Loss: 0.7206
Epoch 1/2... Step 1340 Discriminator Loss: 1.0886... Generator Loss: 1.0655
Epoch 1/2... Step 1350 Discriminator Loss: 1.0747... Generator Loss: 1.0230
Epoch 1/2... Step 1360 Discriminator Loss: 1.1829... Generator Loss: 0.7907
Epoch 1/2... Step 1370 Discriminator Loss: 1.0159... Generator Loss: 0.9418
Epoch 1/2... Step 1380 Discriminator Loss: 0.7583... Generator Loss: 1.6341
Epoch 1/2... Step 1390 Discriminator Loss: 0.6229... Generator Loss: 2.1416
Epoch 1/2... Step 1400 Discriminator Loss: 1.3226... Generator Loss: 0.5988
Epoch 1/2... Step 1410 Discriminator Loss: 1.2750... Generator Loss: 2.6155
Epoch 1/2... Step 1420 Discriminator Loss: 0.8993... Generator Loss: 1.2090
Epoch 1/2... Step 1430 Discriminator Loss: 1.0551... Generator Loss: 2.1491
Epoch 1/2... Step 1440 Discriminator Loss: 1.3886... Generator Loss: 0.5413
Epoch 1/2... Step 1450 Discriminator Loss: 1.0455... Generator Loss: 1.0296
Epoch 1/2... Step 1460 Discriminator Loss: 0.8257... Generator Loss: 1.4823
Epoch 1/2... Step 1470 Discriminator Loss: 1.4389... Generator Loss: 0.5754
Epoch 1/2... Step 1480 Discriminator Loss: 1.0511... Generator Loss: 0.9721
Epoch 1/2... Step 1490 Discriminator Loss: 1.7838... Generator Loss: 0.3198
Epoch 1/2... Step 1500 Discriminator Loss: 0.9191... Generator Loss: 1.5715
Epoch 1/2... Step 1510 Discriminator Loss: 1.6991... Generator Loss: 0.4014
Epoch 1/2... Step 1520 Discriminator Loss: 0.7032... Generator Loss: 1.5035
Epoch 1/2... Step 1530 Discriminator Loss: 1.5967... Generator Loss: 0.4079
Epoch 1/2... Step 1540 Discriminator Loss: 0.9212... Generator Loss: 1.1683
Epoch 1/2... Step 1550 Discriminator Loss: 1.8992... Generator Loss: 0.3226
Epoch 1/2... Step 1560 Discriminator Loss: 1.2083... Generator Loss: 0.7280
Epoch 1/2... Step 1570 Discriminator Loss: 0.8703... Generator Loss: 1.4319
Epoch 1/2... Step 1580 Discriminator Loss: 1.0204... Generator Loss: 1.3485
Epoch 1/2... Step 1590 Discriminator Loss: 0.9297... Generator Loss: 1.0440
Epoch 1/2... Step 1600 Discriminator Loss: 1.9106... Generator Loss: 0.3398
Epoch 1/2... Step 1610 Discriminator Loss: 1.1237... Generator Loss: 0.7761
Epoch 1/2... Step 1620 Discriminator Loss: 1.1825... Generator Loss: 0.8910
Epoch 1/2... Step 1630 Discriminator Loss: 1.3221... Generator Loss: 1.9452
Epoch 1/2... Step 1640 Discriminator Loss: 0.8178... Generator Loss: 1.2233
Epoch 1/2... Step 1650 Discriminator Loss: 0.8305... Generator Loss: 1.5110
Epoch 1/2... Step 1660 Discriminator Loss: 0.8151... Generator Loss: 1.5694
Epoch 1/2... Step 1670 Discriminator Loss: 1.2088... Generator Loss: 1.2828
Epoch 1/2... Step 1680 Discriminator Loss: 0.8270... Generator Loss: 1.2357
Epoch 1/2... Step 1690 Discriminator Loss: 0.9078... Generator Loss: 1.5408
Epoch 1/2... Step 1700 Discriminator Loss: 1.1567... Generator Loss: 0.9539
Epoch 1/2... Step 1710 Discriminator Loss: 1.3054... Generator Loss: 0.6825
Epoch 1/2... Step 1720 Discriminator Loss: 0.9294... Generator Loss: 1.2299
Epoch 1/2... Step 1730 Discriminator Loss: 0.9781... Generator Loss: 1.5435
Epoch 1/2... Step 1740 Discriminator Loss: 1.1358... Generator Loss: 1.0555
Epoch 1/2... Step 1750 Discriminator Loss: 1.0004... Generator Loss: 1.0150
Epoch 1/2... Step 1760 Discriminator Loss: 0.8403... Generator Loss: 1.2071
Epoch 1/2... Step 1770 Discriminator Loss: 1.8342... Generator Loss: 0.5711
Epoch 1/2... Step 1780 Discriminator Loss: 1.0235... Generator Loss: 1.8628
Epoch 1/2... Step 1790 Discriminator Loss: 0.8329... Generator Loss: 1.4620
Epoch 1/2... Step 1800 Discriminator Loss: 0.7324... Generator Loss: 1.3690
Epoch 1/2... Step 1810 Discriminator Loss: 1.2132... Generator Loss: 2.0782
Epoch 1/2... Step 1820 Discriminator Loss: 1.6139... Generator Loss: 0.4255
Epoch 1/2... Step 1830 Discriminator Loss: 1.4067... Generator Loss: 0.5690
Epoch 1/2... Step 1840 Discriminator Loss: 0.9202... Generator Loss: 1.2831
Epoch 1/2... Step 1850 Discriminator Loss: 1.1609... Generator Loss: 0.7593
Epoch 1/2... Step 1860 Discriminator Loss: 0.7747... Generator Loss: 1.4784
Epoch 1/2... Step 1870 Discriminator Loss: 0.8709... Generator Loss: 1.2935
Epoch 2/2... Step 1880 Discriminator Loss: 0.6479... Generator Loss: 2.2126
Epoch 2/2... Step 1890 Discriminator Loss: 0.9859... Generator Loss: 0.9969
Epoch 2/2... Step 1900 Discriminator Loss: 0.9077... Generator Loss: 1.1415
Epoch 2/2... Step 1910 Discriminator Loss: 0.9867... Generator Loss: 0.9114
Epoch 2/2... Step 1920 Discriminator Loss: 0.9099... Generator Loss: 0.9951
Epoch 2/2... Step 1930 Discriminator Loss: 1.1047... Generator Loss: 0.9789
Epoch 2/2... Step 1940 Discriminator Loss: 0.9107... Generator Loss: 1.4168
Epoch 2/2... Step 1950 Discriminator Loss: 0.7763... Generator Loss: 1.3644
Epoch 2/2... Step 1960 Discriminator Loss: 0.9668... Generator Loss: 1.0055
Epoch 2/2... Step 1970 Discriminator Loss: 1.5374... Generator Loss: 0.4443
Epoch 2/2... Step 1980 Discriminator Loss: 1.4240... Generator Loss: 0.5993
Epoch 2/2... Step 1990 Discriminator Loss: 1.0786... Generator Loss: 0.8947
Epoch 2/2... Step 2000 Discriminator Loss: 0.9801... Generator Loss: 1.1993
Epoch 2/2... Step 2010 Discriminator Loss: 1.0048... Generator Loss: 0.9641
Epoch 2/2... Step 2020 Discriminator Loss: 0.8400... Generator Loss: 1.2937
Epoch 2/2... Step 2030 Discriminator Loss: 0.9268... Generator Loss: 0.9906
Epoch 2/2... Step 2040 Discriminator Loss: 1.0428... Generator Loss: 0.9116
Epoch 2/2... Step 2050 Discriminator Loss: 0.8960... Generator Loss: 1.2087
Epoch 2/2... Step 2060 Discriminator Loss: 0.6392... Generator Loss: 1.6803
Epoch 2/2... Step 2070 Discriminator Loss: 0.7640... Generator Loss: 1.9378
Epoch 2/2... Step 2080 Discriminator Loss: 2.5900... Generator Loss: 0.1719
Epoch 2/2... Step 2090 Discriminator Loss: 1.0525... Generator Loss: 0.9117
Epoch 2/2... Step 2100 Discriminator Loss: 0.6502... Generator Loss: 1.8831
Epoch 2/2... Step 2110 Discriminator Loss: 1.0873... Generator Loss: 0.8045
Epoch 2/2... Step 2120 Discriminator Loss: 0.7606... Generator Loss: 2.5698
Epoch 2/2... Step 2130 Discriminator Loss: 0.6809... Generator Loss: 1.4794
Epoch 2/2... Step 2140 Discriminator Loss: 1.0753... Generator Loss: 2.6573
Epoch 2/2... Step 2150 Discriminator Loss: 1.5767... Generator Loss: 0.4397
Epoch 2/2... Step 2160 Discriminator Loss: 1.6192... Generator Loss: 0.4657
Epoch 2/2... Step 2170 Discriminator Loss: 1.4048... Generator Loss: 0.6392
Epoch 2/2... Step 2180 Discriminator Loss: 1.2790... Generator Loss: 0.6741
Epoch 2/2... Step 2190 Discriminator Loss: 0.5645... Generator Loss: 1.7783
Epoch 2/2... Step 2200 Discriminator Loss: 0.8880... Generator Loss: 1.0999
Epoch 2/2... Step 2210 Discriminator Loss: 1.0353... Generator Loss: 0.8737
Epoch 2/2... Step 2220 Discriminator Loss: 0.6571... Generator Loss: 2.4085
Epoch 2/2... Step 2230 Discriminator Loss: 1.7917... Generator Loss: 0.3742
Epoch 2/2... Step 2240 Discriminator Loss: 0.6798... Generator Loss: 1.8170
Epoch 2/2... Step 2250 Discriminator Loss: 1.8639... Generator Loss: 0.4408
Epoch 2/2... Step 2260 Discriminator Loss: 1.0178... Generator Loss: 0.8896
Epoch 2/2... Step 2270 Discriminator Loss: 1.4183... Generator Loss: 0.5524
Epoch 2/2... Step 2280 Discriminator Loss: 1.0579... Generator Loss: 0.9186
Epoch 2/2... Step 2290 Discriminator Loss: 0.9936... Generator Loss: 1.9851
Epoch 2/2... Step 2300 Discriminator Loss: 1.0325... Generator Loss: 1.7854
Epoch 2/2... Step 2310 Discriminator Loss: 0.8364... Generator Loss: 1.6388
Epoch 2/2... Step 2320 Discriminator Loss: 1.2303... Generator Loss: 0.7515
Epoch 2/2... Step 2330 Discriminator Loss: 1.1661... Generator Loss: 1.9663
Epoch 2/2... Step 2340 Discriminator Loss: 1.0089... Generator Loss: 0.9787
Epoch 2/2... Step 2350 Discriminator Loss: 0.7466... Generator Loss: 1.4143
Epoch 2/2... Step 2360 Discriminator Loss: 1.5366... Generator Loss: 0.6628
Epoch 2/2... Step 2370 Discriminator Loss: 1.1218... Generator Loss: 1.8962
Epoch 2/2... Step 2380 Discriminator Loss: 1.1583... Generator Loss: 0.8513
Epoch 2/2... Step 2390 Discriminator Loss: 0.9913... Generator Loss: 0.9093
Epoch 2/2... Step 2400 Discriminator Loss: 1.0331... Generator Loss: 0.8538
Epoch 2/2... Step 2410 Discriminator Loss: 0.7745... Generator Loss: 1.7240
Epoch 2/2... Step 2420 Discriminator Loss: 0.7116... Generator Loss: 1.5800
Epoch 2/2... Step 2430 Discriminator Loss: 0.8889... Generator Loss: 1.0649
Epoch 2/2... Step 2440 Discriminator Loss: 0.7288... Generator Loss: 1.6131
Epoch 2/2... Step 2450 Discriminator Loss: 0.7516... Generator Loss: 1.6805
Epoch 2/2... Step 2460 Discriminator Loss: 1.0133... Generator Loss: 0.8634
Epoch 2/2... Step 2470 Discriminator Loss: 2.0381... Generator Loss: 0.3159
Epoch 2/2... Step 2480 Discriminator Loss: 1.1430... Generator Loss: 0.8168
Epoch 2/2... Step 2490 Discriminator Loss: 0.8890... Generator Loss: 1.2070
Epoch 2/2... Step 2500 Discriminator Loss: 1.4200... Generator Loss: 0.6003
Epoch 2/2... Step 2510 Discriminator Loss: 1.1896... Generator Loss: 0.7314
Epoch 2/2... Step 2520 Discriminator Loss: 0.8656... Generator Loss: 2.1477
Epoch 2/2... Step 2530 Discriminator Loss: 1.6701... Generator Loss: 0.3713
Epoch 2/2... Step 2540 Discriminator Loss: 1.0718... Generator Loss: 0.8477
Epoch 2/2... Step 2550 Discriminator Loss: 1.5796... Generator Loss: 0.4965
Epoch 2/2... Step 2560 Discriminator Loss: 0.9361... Generator Loss: 1.0679
Epoch 2/2... Step 2570 Discriminator Loss: 0.7424... Generator Loss: 1.4519
Epoch 2/2... Step 2580 Discriminator Loss: 0.8731... Generator Loss: 1.3678
Epoch 2/2... Step 2590 Discriminator Loss: 0.9279... Generator Loss: 1.4613
Epoch 2/2... Step 2600 Discriminator Loss: 0.9102... Generator Loss: 1.2034
Epoch 2/2... Step 2610 Discriminator Loss: 1.1052... Generator Loss: 0.7275
Epoch 2/2... Step 2620 Discriminator Loss: 0.6005... Generator Loss: 1.8558
Epoch 2/2... Step 2630 Discriminator Loss: 0.8370... Generator Loss: 1.0978
Epoch 2/2... Step 2640 Discriminator Loss: 1.5168... Generator Loss: 0.6605
Epoch 2/2... Step 2650 Discriminator Loss: 1.1899... Generator Loss: 0.7876
Epoch 2/2... Step 2660 Discriminator Loss: 0.7940... Generator Loss: 1.7494
Epoch 2/2... Step 2670 Discriminator Loss: 0.6913... Generator Loss: 1.3927
Epoch 2/2... Step 2680 Discriminator Loss: 0.7446... Generator Loss: 1.5548
Epoch 2/2... Step 2690 Discriminator Loss: 0.8980... Generator Loss: 1.1381
Epoch 2/2... Step 2700 Discriminator Loss: 0.9253... Generator Loss: 1.2795
Epoch 2/2... Step 2710 Discriminator Loss: 0.6926... Generator Loss: 1.6367
Epoch 2/2... Step 2720 Discriminator Loss: 0.9838... Generator Loss: 0.9657
Epoch 2/2... Step 2730 Discriminator Loss: 1.8890... Generator Loss: 0.3153
Epoch 2/2... Step 2740 Discriminator Loss: 0.7548... Generator Loss: 1.4704
Epoch 2/2... Step 2750 Discriminator Loss: 0.7299... Generator Loss: 1.6285
Epoch 2/2... Step 2760 Discriminator Loss: 1.1574... Generator Loss: 0.9588
Epoch 2/2... Step 2770 Discriminator Loss: 0.9421... Generator Loss: 1.1172
Epoch 2/2... Step 2780 Discriminator Loss: 0.8892... Generator Loss: 2.1323
Epoch 2/2... Step 2790 Discriminator Loss: 0.8784... Generator Loss: 1.2210
Epoch 2/2... Step 2800 Discriminator Loss: 0.8613... Generator Loss: 1.0847
Epoch 2/2... Step 2810 Discriminator Loss: 1.0995... Generator Loss: 1.9956
Epoch 2/2... Step 2820 Discriminator Loss: 0.9194... Generator Loss: 0.9524
Epoch 2/2... Step 2830 Discriminator Loss: 0.5609... Generator Loss: 2.4622
Epoch 2/2... Step 2840 Discriminator Loss: 1.1387... Generator Loss: 0.7307
Epoch 2/2... Step 2850 Discriminator Loss: 2.1007... Generator Loss: 0.3357
Epoch 2/2... Step 2860 Discriminator Loss: 1.2999... Generator Loss: 0.6482
Epoch 2/2... Step 2870 Discriminator Loss: 0.8474... Generator Loss: 1.2165
Epoch 2/2... Step 2880 Discriminator Loss: 0.6223... Generator Loss: 1.7228
Epoch 2/2... Step 2890 Discriminator Loss: 0.8957... Generator Loss: 1.8877
Epoch 2/2... Step 2900 Discriminator Loss: 0.7996... Generator Loss: 1.4782
Epoch 2/2... Step 2910 Discriminator Loss: 0.7059... Generator Loss: 2.7512
Epoch 2/2... Step 2920 Discriminator Loss: 1.7895... Generator Loss: 0.3895
Epoch 2/2... Step 2930 Discriminator Loss: 0.6876... Generator Loss: 1.8607
Epoch 2/2... Step 2940 Discriminator Loss: 1.2330... Generator Loss: 0.7118
Epoch 2/2... Step 2950 Discriminator Loss: 0.7964... Generator Loss: 1.3973
Epoch 2/2... Step 2960 Discriminator Loss: 0.8339... Generator Loss: 1.2728
Epoch 2/2... Step 2970 Discriminator Loss: 0.7223... Generator Loss: 1.4270
Epoch 2/2... Step 2980 Discriminator Loss: 0.7321... Generator Loss: 1.3431
Epoch 2/2... Step 2990 Discriminator Loss: 0.9838... Generator Loss: 1.0072
Epoch 2/2... Step 3000 Discriminator Loss: 0.7938... Generator Loss: 1.3837
Epoch 2/2... Step 3010 Discriminator Loss: 1.3175... Generator Loss: 0.6372
Epoch 2/2... Step 3020 Discriminator Loss: 0.5510... Generator Loss: 2.2286
Epoch 2/2... Step 3030 Discriminator Loss: 0.7292... Generator Loss: 2.3786
Epoch 2/2... Step 3040 Discriminator Loss: 1.3257... Generator Loss: 0.5935
Epoch 2/2... Step 3050 Discriminator Loss: 0.9015... Generator Loss: 1.0520
Epoch 2/2... Step 3060 Discriminator Loss: 0.8164... Generator Loss: 1.3441
Epoch 2/2... Step 3070 Discriminator Loss: 0.8762... Generator Loss: 1.1246
Epoch 2/2... Step 3080 Discriminator Loss: 0.7752... Generator Loss: 2.2662
Epoch 2/2... Step 3090 Discriminator Loss: 2.6924... Generator Loss: 0.1744
Epoch 2/2... Step 3100 Discriminator Loss: 0.9032... Generator Loss: 1.0783
Epoch 2/2... Step 3110 Discriminator Loss: 0.6711... Generator Loss: 1.7783
Epoch 2/2... Step 3120 Discriminator Loss: 0.8295... Generator Loss: 1.4569
Epoch 2/2... Step 3130 Discriminator Loss: 1.3213... Generator Loss: 2.8985
Epoch 2/2... Step 3140 Discriminator Loss: 1.3992... Generator Loss: 0.6905
Epoch 2/2... Step 3150 Discriminator Loss: 2.0453... Generator Loss: 0.3695
Epoch 2/2... Step 3160 Discriminator Loss: 0.6537... Generator Loss: 1.7247
Epoch 2/2... Step 3170 Discriminator Loss: 1.1827... Generator Loss: 0.7336
Epoch 2/2... Step 3180 Discriminator Loss: 1.0353... Generator Loss: 0.8868
Epoch 2/2... Step 3190 Discriminator Loss: 0.9735... Generator Loss: 0.9879
Epoch 2/2... Step 3200 Discriminator Loss: 0.8758... Generator Loss: 1.4300
Epoch 2/2... Step 3210 Discriminator Loss: 0.9950... Generator Loss: 0.9444
Epoch 2/2... Step 3220 Discriminator Loss: 1.0647... Generator Loss: 0.9012
Epoch 2/2... Step 3230 Discriminator Loss: 0.9975... Generator Loss: 1.7008
Epoch 2/2... Step 3240 Discriminator Loss: 0.8455... Generator Loss: 1.1944
Epoch 2/2... Step 3250 Discriminator Loss: 0.6718... Generator Loss: 1.6959
Epoch 2/2... Step 3260 Discriminator Loss: 0.9672... Generator Loss: 0.9812
Epoch 2/2... Step 3270 Discriminator Loss: 0.6201... Generator Loss: 2.2548
Epoch 2/2... Step 3280 Discriminator Loss: 1.3810... Generator Loss: 0.6892
Epoch 2/2... Step 3290 Discriminator Loss: 2.1487... Generator Loss: 0.3643
Epoch 2/2... Step 3300 Discriminator Loss: 0.7523... Generator Loss: 2.4317
Epoch 2/2... Step 3310 Discriminator Loss: 1.1712... Generator Loss: 0.8083
Epoch 2/2... Step 3320 Discriminator Loss: 0.9979... Generator Loss: 1.0101
Epoch 2/2... Step 3330 Discriminator Loss: 0.6983... Generator Loss: 1.5651
Epoch 2/2... Step 3340 Discriminator Loss: 0.6936... Generator Loss: 1.7050
Epoch 2/2... Step 3350 Discriminator Loss: 1.1330... Generator Loss: 0.8159
Epoch 2/2... Step 3360 Discriminator Loss: 0.8260... Generator Loss: 1.1466
Epoch 2/2... Step 3370 Discriminator Loss: 1.5339... Generator Loss: 0.5523
Epoch 2/2... Step 3380 Discriminator Loss: 0.6892... Generator Loss: 1.8006
Epoch 2/2... Step 3390 Discriminator Loss: 0.6702... Generator Loss: 2.4449
Epoch 2/2... Step 3400 Discriminator Loss: 1.4916... Generator Loss: 0.5492
Epoch 2/2... Step 3410 Discriminator Loss: 0.9893... Generator Loss: 1.0007
Epoch 2/2... Step 3420 Discriminator Loss: 0.6417... Generator Loss: 2.1001
Epoch 2/2... Step 3430 Discriminator Loss: 1.1917... Generator Loss: 0.7154
Epoch 2/2... Step 3440 Discriminator Loss: 1.5765... Generator Loss: 0.5449
Epoch 2/2... Step 3450 Discriminator Loss: 0.8386... Generator Loss: 1.2205
Epoch 2/2... Step 3460 Discriminator Loss: 0.8814... Generator Loss: 1.1131
Epoch 2/2... Step 3470 Discriminator Loss: 0.6863... Generator Loss: 1.5578
Epoch 2/2... Step 3480 Discriminator Loss: 0.7544... Generator Loss: 1.2381
Epoch 2/2... Step 3490 Discriminator Loss: 1.3896... Generator Loss: 2.4139
Epoch 2/2... Step 3500 Discriminator Loss: 0.8268... Generator Loss: 1.5838
Epoch 2/2... Step 3510 Discriminator Loss: 2.9021... Generator Loss: 0.1897
Epoch 2/2... Step 3520 Discriminator Loss: 0.6380... Generator Loss: 2.2984
Epoch 2/2... Step 3530 Discriminator Loss: 0.9962... Generator Loss: 0.9383
Epoch 2/2... Step 3540 Discriminator Loss: 0.8970... Generator Loss: 1.0773
Epoch 2/2... Step 3550 Discriminator Loss: 1.3220... Generator Loss: 0.7096
Epoch 2/2... Step 3560 Discriminator Loss: 1.1242... Generator Loss: 0.8578
Epoch 2/2... Step 3570 Discriminator Loss: 0.7642... Generator Loss: 1.3301
Epoch 2/2... Step 3580 Discriminator Loss: 1.6250... Generator Loss: 0.4348
Epoch 2/2... Step 3590 Discriminator Loss: 1.7519... Generator Loss: 0.6260
Epoch 2/2... Step 3600 Discriminator Loss: 0.8505... Generator Loss: 1.3688
Epoch 2/2... Step 3610 Discriminator Loss: 0.5925... Generator Loss: 2.7041
Epoch 2/2... Step 3620 Discriminator Loss: 0.8483... Generator Loss: 1.9845
Epoch 2/2... Step 3630 Discriminator Loss: 0.8175... Generator Loss: 1.0986
Epoch 2/2... Step 3640 Discriminator Loss: 1.5484... Generator Loss: 0.5229
Epoch 2/2... Step 3650 Discriminator Loss: 0.8435... Generator Loss: 1.3171
Epoch 2/2... Step 3660 Discriminator Loss: 0.7798... Generator Loss: 1.3606
Epoch 2/2... Step 3670 Discriminator Loss: 1.1266... Generator Loss: 1.8137
Epoch 2/2... Step 3680 Discriminator Loss: 0.9795... Generator Loss: 1.0683
Epoch 2/2... Step 3690 Discriminator Loss: 1.0195... Generator Loss: 0.8785
Epoch 2/2... Step 3700 Discriminator Loss: 1.0381... Generator Loss: 0.9500
Epoch 2/2... Step 3710 Discriminator Loss: 0.5710... Generator Loss: 2.6921
Epoch 2/2... Step 3720 Discriminator Loss: 1.7753... Generator Loss: 0.4897
Epoch 2/2... Step 3730 Discriminator Loss: 0.9375... Generator Loss: 1.0339
Epoch 2/2... Step 3740 Discriminator Loss: 0.7986... Generator Loss: 1.2037
Epoch 2/2... Step 3750 Discriminator Loss: 0.6179... Generator Loss: 1.8514

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [52]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.7
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.5152... Generator Loss: 10.4203
Epoch 1/1... Step 20 Discriminator Loss: 0.6014... Generator Loss: 2.5560
Epoch 1/1... Step 30 Discriminator Loss: 0.4836... Generator Loss: 3.3698
Epoch 1/1... Step 40 Discriminator Loss: 0.5846... Generator Loss: 5.6418
Epoch 1/1... Step 50 Discriminator Loss: 0.6109... Generator Loss: 1.9019
Epoch 1/1... Step 60 Discriminator Loss: 0.3806... Generator Loss: 4.2912
Epoch 1/1... Step 70 Discriminator Loss: 0.7503... Generator Loss: 1.5510
Epoch 1/1... Step 80 Discriminator Loss: 0.6455... Generator Loss: 2.0360
Epoch 1/1... Step 90 Discriminator Loss: 0.4206... Generator Loss: 8.1186
Epoch 1/1... Step 100 Discriminator Loss: 0.5816... Generator Loss: 2.5658
Epoch 1/1... Step 110 Discriminator Loss: 0.4226... Generator Loss: 3.8270
Epoch 1/1... Step 120 Discriminator Loss: 0.4139... Generator Loss: 7.0538
Epoch 1/1... Step 130 Discriminator Loss: 0.3838... Generator Loss: 3.9472
Epoch 1/1... Step 140 Discriminator Loss: 0.4290... Generator Loss: 2.9799
Epoch 1/1... Step 150 Discriminator Loss: 0.3996... Generator Loss: 3.3440
Epoch 1/1... Step 160 Discriminator Loss: 0.3954... Generator Loss: 4.0911
Epoch 1/1... Step 170 Discriminator Loss: 1.4695... Generator Loss: 0.5804
Epoch 1/1... Step 180 Discriminator Loss: 0.8386... Generator Loss: 1.2756
Epoch 1/1... Step 190 Discriminator Loss: 0.5392... Generator Loss: 4.5648
Epoch 1/1... Step 200 Discriminator Loss: 0.4724... Generator Loss: 2.8192
Epoch 1/1... Step 210 Discriminator Loss: 0.4775... Generator Loss: 2.6539
Epoch 1/1... Step 220 Discriminator Loss: 0.4069... Generator Loss: 3.4954
Epoch 1/1... Step 230 Discriminator Loss: 0.6290... Generator Loss: 3.8744
Epoch 1/1... Step 240 Discriminator Loss: 0.7163... Generator Loss: 2.2102
Epoch 1/1... Step 250 Discriminator Loss: 1.1018... Generator Loss: 4.5363
Epoch 1/1... Step 260 Discriminator Loss: 0.9975... Generator Loss: 1.2555
Epoch 1/1... Step 270 Discriminator Loss: 0.9342... Generator Loss: 1.1520
Epoch 1/1... Step 280 Discriminator Loss: 1.1379... Generator Loss: 1.0047
Epoch 1/1... Step 290 Discriminator Loss: 0.7032... Generator Loss: 3.4336
Epoch 1/1... Step 300 Discriminator Loss: 0.4736... Generator Loss: 2.5792
Epoch 1/1... Step 310 Discriminator Loss: 0.8748... Generator Loss: 1.1386
Epoch 1/1... Step 320 Discriminator Loss: 0.4529... Generator Loss: 3.0405
Epoch 1/1... Step 330 Discriminator Loss: 1.2006... Generator Loss: 0.8591
Epoch 1/1... Step 340 Discriminator Loss: 1.0099... Generator Loss: 1.3013
Epoch 1/1... Step 350 Discriminator Loss: 0.7050... Generator Loss: 1.9851
Epoch 1/1... Step 360 Discriminator Loss: 0.6239... Generator Loss: 2.9720
Epoch 1/1... Step 370 Discriminator Loss: 0.7715... Generator Loss: 4.6346
Epoch 1/1... Step 380 Discriminator Loss: 0.8108... Generator Loss: 1.6527
Epoch 1/1... Step 390 Discriminator Loss: 0.7762... Generator Loss: 3.3005
Epoch 1/1... Step 400 Discriminator Loss: 0.9769... Generator Loss: 1.5228
Epoch 1/1... Step 410 Discriminator Loss: 0.8898... Generator Loss: 2.6471
Epoch 1/1... Step 420 Discriminator Loss: 0.5962... Generator Loss: 2.6070
Epoch 1/1... Step 430 Discriminator Loss: 0.8136... Generator Loss: 1.4771
Epoch 1/1... Step 440 Discriminator Loss: 1.2030... Generator Loss: 0.6800
Epoch 1/1... Step 450 Discriminator Loss: 0.8308... Generator Loss: 1.2040
Epoch 1/1... Step 460 Discriminator Loss: 1.4396... Generator Loss: 0.6383
Epoch 1/1... Step 470 Discriminator Loss: 2.7803... Generator Loss: 0.2172
Epoch 1/1... Step 480 Discriminator Loss: 0.8177... Generator Loss: 2.1671
Epoch 1/1... Step 490 Discriminator Loss: 0.6472... Generator Loss: 2.8197
Epoch 1/1... Step 500 Discriminator Loss: 1.7131... Generator Loss: 0.3410
Epoch 1/1... Step 510 Discriminator Loss: 0.8516... Generator Loss: 1.4991
Epoch 1/1... Step 520 Discriminator Loss: 0.5678... Generator Loss: 2.1696
Epoch 1/1... Step 530 Discriminator Loss: 0.8141... Generator Loss: 2.4595
Epoch 1/1... Step 540 Discriminator Loss: 0.5898... Generator Loss: 2.5046
Epoch 1/1... Step 550 Discriminator Loss: 0.8712... Generator Loss: 1.9387
Epoch 1/1... Step 560 Discriminator Loss: 1.3235... Generator Loss: 0.8624
Epoch 1/1... Step 570 Discriminator Loss: 0.7748... Generator Loss: 1.2392
Epoch 1/1... Step 580 Discriminator Loss: 0.6028... Generator Loss: 3.1697
Epoch 1/1... Step 590 Discriminator Loss: 1.4627... Generator Loss: 0.4825
Epoch 1/1... Step 600 Discriminator Loss: 0.8585... Generator Loss: 2.3073
Epoch 1/1... Step 610 Discriminator Loss: 1.0829... Generator Loss: 2.6895
Epoch 1/1... Step 620 Discriminator Loss: 0.8918... Generator Loss: 1.9511
Epoch 1/1... Step 630 Discriminator Loss: 0.6771... Generator Loss: 3.6607
Epoch 1/1... Step 640 Discriminator Loss: 0.7728... Generator Loss: 2.0232
Epoch 1/1... Step 650 Discriminator Loss: 1.1178... Generator Loss: 0.8851
Epoch 1/1... Step 660 Discriminator Loss: 1.0506... Generator Loss: 1.0553
Epoch 1/1... Step 670 Discriminator Loss: 0.4942... Generator Loss: 2.7021
Epoch 1/1... Step 680 Discriminator Loss: 0.7002... Generator Loss: 1.7564
Epoch 1/1... Step 690 Discriminator Loss: 0.7873... Generator Loss: 3.3365
Epoch 1/1... Step 700 Discriminator Loss: 0.7226... Generator Loss: 1.7845
Epoch 1/1... Step 710 Discriminator Loss: 0.5499... Generator Loss: 2.6889
Epoch 1/1... Step 720 Discriminator Loss: 1.2073... Generator Loss: 0.8006
Epoch 1/1... Step 730 Discriminator Loss: 0.6541... Generator Loss: 3.4507
Epoch 1/1... Step 740 Discriminator Loss: 1.1267... Generator Loss: 1.1342
Epoch 1/1... Step 750 Discriminator Loss: 0.7020... Generator Loss: 2.7864
Epoch 1/1... Step 760 Discriminator Loss: 0.5467... Generator Loss: 2.0875
Epoch 1/1... Step 770 Discriminator Loss: 0.6352... Generator Loss: 3.2488
Epoch 1/1... Step 780 Discriminator Loss: 0.8448... Generator Loss: 1.9425
Epoch 1/1... Step 790 Discriminator Loss: 0.6434... Generator Loss: 1.6442
Epoch 1/1... Step 800 Discriminator Loss: 0.9268... Generator Loss: 1.0901
Epoch 1/1... Step 810 Discriminator Loss: 0.6062... Generator Loss: 3.3093
Epoch 1/1... Step 820 Discriminator Loss: 1.0966... Generator Loss: 2.6123
Epoch 1/1... Step 830 Discriminator Loss: 1.0867... Generator Loss: 0.8053
Epoch 1/1... Step 840 Discriminator Loss: 0.5643... Generator Loss: 2.3166
Epoch 1/1... Step 850 Discriminator Loss: 1.1061... Generator Loss: 0.8644
Epoch 1/1... Step 860 Discriminator Loss: 0.6834... Generator Loss: 2.5156
Epoch 1/1... Step 870 Discriminator Loss: 0.9050... Generator Loss: 3.3277
Epoch 1/1... Step 880 Discriminator Loss: 0.4708... Generator Loss: 3.0952
Epoch 1/1... Step 890 Discriminator Loss: 0.6873... Generator Loss: 1.9832
Epoch 1/1... Step 900 Discriminator Loss: 0.7050... Generator Loss: 2.1995
Epoch 1/1... Step 910 Discriminator Loss: 0.6104... Generator Loss: 2.5436
Epoch 1/1... Step 920 Discriminator Loss: 0.8577... Generator Loss: 1.1419
Epoch 1/1... Step 930 Discriminator Loss: 0.7237... Generator Loss: 1.9063
Epoch 1/1... Step 940 Discriminator Loss: 1.7836... Generator Loss: 0.4745
Epoch 1/1... Step 950 Discriminator Loss: 1.1233... Generator Loss: 1.6914
Epoch 1/1... Step 960 Discriminator Loss: 1.5919... Generator Loss: 0.4440
Epoch 1/1... Step 970 Discriminator Loss: 0.6366... Generator Loss: 1.7327
Epoch 1/1... Step 980 Discriminator Loss: 0.6887... Generator Loss: 3.2254
Epoch 1/1... Step 990 Discriminator Loss: 0.7065... Generator Loss: 1.6720
Epoch 1/1... Step 1000 Discriminator Loss: 0.6757... Generator Loss: 2.3026
Epoch 1/1... Step 1010 Discriminator Loss: 0.6880... Generator Loss: 1.6056
Epoch 1/1... Step 1020 Discriminator Loss: 0.6480... Generator Loss: 1.6690
Epoch 1/1... Step 1030 Discriminator Loss: 1.3845... Generator Loss: 3.3648
Epoch 1/1... Step 1040 Discriminator Loss: 0.6756... Generator Loss: 1.8164
Epoch 1/1... Step 1050 Discriminator Loss: 0.9276... Generator Loss: 1.2641
Epoch 1/1... Step 1060 Discriminator Loss: 0.7662... Generator Loss: 1.3382
Epoch 1/1... Step 1070 Discriminator Loss: 0.6794... Generator Loss: 3.6494
Epoch 1/1... Step 1080 Discriminator Loss: 0.9740... Generator Loss: 1.0687
Epoch 1/1... Step 1090 Discriminator Loss: 1.0819... Generator Loss: 1.0592
Epoch 1/1... Step 1100 Discriminator Loss: 0.7328... Generator Loss: 2.5043
Epoch 1/1... Step 1110 Discriminator Loss: 0.9607... Generator Loss: 1.0969
Epoch 1/1... Step 1120 Discriminator Loss: 0.8695... Generator Loss: 1.5500
Epoch 1/1... Step 1130 Discriminator Loss: 0.6878... Generator Loss: 1.7048
Epoch 1/1... Step 1140 Discriminator Loss: 1.0527... Generator Loss: 0.9763
Epoch 1/1... Step 1150 Discriminator Loss: 0.7579... Generator Loss: 1.6700
Epoch 1/1... Step 1160 Discriminator Loss: 0.7244... Generator Loss: 1.3687
Epoch 1/1... Step 1170 Discriminator Loss: 1.7861... Generator Loss: 4.5263
Epoch 1/1... Step 1180 Discriminator Loss: 0.8503... Generator Loss: 1.3295
Epoch 1/1... Step 1190 Discriminator Loss: 0.6969... Generator Loss: 1.6501
Epoch 1/1... Step 1200 Discriminator Loss: 0.5470... Generator Loss: 3.4586
Epoch 1/1... Step 1210 Discriminator Loss: 1.6315... Generator Loss: 0.4663
Epoch 1/1... Step 1220 Discriminator Loss: 0.6893... Generator Loss: 4.3494
Epoch 1/1... Step 1230 Discriminator Loss: 0.6949... Generator Loss: 2.1073
Epoch 1/1... Step 1240 Discriminator Loss: 0.6013... Generator Loss: 2.7674
Epoch 1/1... Step 1250 Discriminator Loss: 0.5990... Generator Loss: 4.5560
Epoch 1/1... Step 1260 Discriminator Loss: 0.6315... Generator Loss: 1.8737
Epoch 1/1... Step 1270 Discriminator Loss: 0.7722... Generator Loss: 1.8658
Epoch 1/1... Step 1280 Discriminator Loss: 0.7156... Generator Loss: 1.7016
Epoch 1/1... Step 1290 Discriminator Loss: 0.8401... Generator Loss: 1.1794
Epoch 1/1... Step 1300 Discriminator Loss: 0.7858... Generator Loss: 1.5540
Epoch 1/1... Step 1310 Discriminator Loss: 0.5966... Generator Loss: 2.1917
Epoch 1/1... Step 1320 Discriminator Loss: 1.0163... Generator Loss: 2.4012
Epoch 1/1... Step 1330 Discriminator Loss: 0.6589... Generator Loss: 2.4771
Epoch 1/1... Step 1340 Discriminator Loss: 0.7284... Generator Loss: 1.8910
Epoch 1/1... Step 1350 Discriminator Loss: 0.5868... Generator Loss: 2.1761
Epoch 1/1... Step 1360 Discriminator Loss: 0.8753... Generator Loss: 2.4944
Epoch 1/1... Step 1370 Discriminator Loss: 0.6889... Generator Loss: 1.8596
Epoch 1/1... Step 1380 Discriminator Loss: 0.6337... Generator Loss: 1.6694
Epoch 1/1... Step 1390 Discriminator Loss: 0.7262... Generator Loss: 1.6108
Epoch 1/1... Step 1400 Discriminator Loss: 0.6823... Generator Loss: 2.7231
Epoch 1/1... Step 1410 Discriminator Loss: 0.5378... Generator Loss: 3.6522
Epoch 1/1... Step 1420 Discriminator Loss: 1.1357... Generator Loss: 0.7893
Epoch 1/1... Step 1430 Discriminator Loss: 0.7779... Generator Loss: 1.2993
Epoch 1/1... Step 1440 Discriminator Loss: 0.7192... Generator Loss: 1.5594
Epoch 1/1... Step 1450 Discriminator Loss: 0.7702... Generator Loss: 1.9075
Epoch 1/1... Step 1460 Discriminator Loss: 0.5458... Generator Loss: 2.1231
Epoch 1/1... Step 1470 Discriminator Loss: 1.0098... Generator Loss: 0.9346
Epoch 1/1... Step 1480 Discriminator Loss: 0.5747... Generator Loss: 2.1482
Epoch 1/1... Step 1490 Discriminator Loss: 0.7920... Generator Loss: 1.5211
Epoch 1/1... Step 1500 Discriminator Loss: 0.8347... Generator Loss: 1.6613
Epoch 1/1... Step 1510 Discriminator Loss: 0.6097... Generator Loss: 3.2032
Epoch 1/1... Step 1520 Discriminator Loss: 0.8460... Generator Loss: 1.1848
Epoch 1/1... Step 1530 Discriminator Loss: 0.7850... Generator Loss: 1.5308
Epoch 1/1... Step 1540 Discriminator Loss: 0.8861... Generator Loss: 1.3323
Epoch 1/1... Step 1550 Discriminator Loss: 0.5580... Generator Loss: 2.2898
Epoch 1/1... Step 1560 Discriminator Loss: 0.8042... Generator Loss: 1.4490
Epoch 1/1... Step 1570 Discriminator Loss: 0.6378... Generator Loss: 2.0329
Epoch 1/1... Step 1580 Discriminator Loss: 0.7288... Generator Loss: 1.6127
Epoch 1/1... Step 1590 Discriminator Loss: 0.6644... Generator Loss: 2.3127
Epoch 1/1... Step 1600 Discriminator Loss: 0.5087... Generator Loss: 2.3974
Epoch 1/1... Step 1610 Discriminator Loss: 0.6360... Generator Loss: 2.0988
Epoch 1/1... Step 1620 Discriminator Loss: 0.7787... Generator Loss: 2.1413
Epoch 1/1... Step 1630 Discriminator Loss: 0.6308... Generator Loss: 2.9285
Epoch 1/1... Step 1640 Discriminator Loss: 0.8578... Generator Loss: 1.3278
Epoch 1/1... Step 1650 Discriminator Loss: 1.1168... Generator Loss: 2.2248
Epoch 1/1... Step 1660 Discriminator Loss: 0.7415... Generator Loss: 1.7659
Epoch 1/1... Step 1670 Discriminator Loss: 0.7471... Generator Loss: 2.2561
Epoch 1/1... Step 1680 Discriminator Loss: 0.6661... Generator Loss: 2.3658
Epoch 1/1... Step 1690 Discriminator Loss: 0.5521... Generator Loss: 2.3552
Epoch 1/1... Step 1700 Discriminator Loss: 0.9249... Generator Loss: 4.3865
Epoch 1/1... Step 1710 Discriminator Loss: 0.7478... Generator Loss: 1.7511
Epoch 1/1... Step 1720 Discriminator Loss: 0.6164... Generator Loss: 1.9524
Epoch 1/1... Step 1730 Discriminator Loss: 0.6679... Generator Loss: 2.5818
Epoch 1/1... Step 1740 Discriminator Loss: 0.6929... Generator Loss: 1.9290
Epoch 1/1... Step 1750 Discriminator Loss: 0.5964... Generator Loss: 1.8514
Epoch 1/1... Step 1760 Discriminator Loss: 0.6806... Generator Loss: 1.6052
Epoch 1/1... Step 1770 Discriminator Loss: 0.6999... Generator Loss: 2.1400
Epoch 1/1... Step 1780 Discriminator Loss: 0.7399... Generator Loss: 2.3512
Epoch 1/1... Step 1790 Discriminator Loss: 0.6252... Generator Loss: 1.8070
Epoch 1/1... Step 1800 Discriminator Loss: 0.6045... Generator Loss: 2.0861
Epoch 1/1... Step 1810 Discriminator Loss: 0.5844... Generator Loss: 2.9612
Epoch 1/1... Step 1820 Discriminator Loss: 0.6049... Generator Loss: 2.1602
Epoch 1/1... Step 1830 Discriminator Loss: 0.8778... Generator Loss: 1.2108
Epoch 1/1... Step 1840 Discriminator Loss: 0.6007... Generator Loss: 2.8199
Epoch 1/1... Step 1850 Discriminator Loss: 0.5485... Generator Loss: 2.5906
Epoch 1/1... Step 1860 Discriminator Loss: 0.8361... Generator Loss: 2.8033
Epoch 1/1... Step 1870 Discriminator Loss: 0.5178... Generator Loss: 2.7398
Epoch 1/1... Step 1880 Discriminator Loss: 0.9081... Generator Loss: 1.1963
Epoch 1/1... Step 1890 Discriminator Loss: 0.7082... Generator Loss: 2.0368
Epoch 1/1... Step 1900 Discriminator Loss: 0.5724... Generator Loss: 2.3275
Epoch 1/1... Step 1910 Discriminator Loss: 0.6462... Generator Loss: 2.1146
Epoch 1/1... Step 1920 Discriminator Loss: 0.5541... Generator Loss: 2.2520
Epoch 1/1... Step 1930 Discriminator Loss: 0.6530... Generator Loss: 1.8291
Epoch 1/1... Step 1940 Discriminator Loss: 0.5012... Generator Loss: 2.9912
Epoch 1/1... Step 1950 Discriminator Loss: 0.7043... Generator Loss: 2.3594
Epoch 1/1... Step 1960 Discriminator Loss: 0.9523... Generator Loss: 1.2062
Epoch 1/1... Step 1970 Discriminator Loss: 0.7691... Generator Loss: 1.5295
Epoch 1/1... Step 1980 Discriminator Loss: 0.6120... Generator Loss: 2.0492
Epoch 1/1... Step 1990 Discriminator Loss: 0.6545... Generator Loss: 2.3460
Epoch 1/1... Step 2000 Discriminator Loss: 0.6624... Generator Loss: 3.0417
Epoch 1/1... Step 2010 Discriminator Loss: 0.6078... Generator Loss: 2.3587
Epoch 1/1... Step 2020 Discriminator Loss: 0.6465... Generator Loss: 1.7888
Epoch 1/1... Step 2030 Discriminator Loss: 0.7046... Generator Loss: 1.6253
Epoch 1/1... Step 2040 Discriminator Loss: 0.8131... Generator Loss: 1.4947
Epoch 1/1... Step 2050 Discriminator Loss: 0.5602... Generator Loss: 2.3352
Epoch 1/1... Step 2060 Discriminator Loss: 0.6804... Generator Loss: 1.8846
Epoch 1/1... Step 2070 Discriminator Loss: 0.7602... Generator Loss: 3.1386
Epoch 1/1... Step 2080 Discriminator Loss: 0.6561... Generator Loss: 1.9849
Epoch 1/1... Step 2090 Discriminator Loss: 0.7218... Generator Loss: 1.9982
Epoch 1/1... Step 2100 Discriminator Loss: 0.7005... Generator Loss: 2.1046
Epoch 1/1... Step 2110 Discriminator Loss: 0.6270... Generator Loss: 1.9984
Epoch 1/1... Step 2120 Discriminator Loss: 0.8596... Generator Loss: 1.2686
Epoch 1/1... Step 2130 Discriminator Loss: 0.7300... Generator Loss: 3.6513
Epoch 1/1... Step 2140 Discriminator Loss: 0.6800... Generator Loss: 1.9866
Epoch 1/1... Step 2150 Discriminator Loss: 0.6319... Generator Loss: 1.8223
Epoch 1/1... Step 2160 Discriminator Loss: 0.8224... Generator Loss: 1.1726
Epoch 1/1... Step 2170 Discriminator Loss: 0.6619... Generator Loss: 1.9022
Epoch 1/1... Step 2180 Discriminator Loss: 0.6426... Generator Loss: 1.8818
Epoch 1/1... Step 2190 Discriminator Loss: 0.6928... Generator Loss: 1.7354
Epoch 1/1... Step 2200 Discriminator Loss: 0.6451... Generator Loss: 1.7529
Epoch 1/1... Step 2210 Discriminator Loss: 0.6986... Generator Loss: 1.7391
Epoch 1/1... Step 2220 Discriminator Loss: 0.5524... Generator Loss: 2.8622
Epoch 1/1... Step 2230 Discriminator Loss: 1.2202... Generator Loss: 0.7852
Epoch 1/1... Step 2240 Discriminator Loss: 0.6397... Generator Loss: 2.8418
Epoch 1/1... Step 2250 Discriminator Loss: 0.9833... Generator Loss: 0.9943
Epoch 1/1... Step 2260 Discriminator Loss: 0.7163... Generator Loss: 1.9395
Epoch 1/1... Step 2270 Discriminator Loss: 0.8189... Generator Loss: 1.4374
Epoch 1/1... Step 2280 Discriminator Loss: 1.1187... Generator Loss: 0.8739
Epoch 1/1... Step 2290 Discriminator Loss: 1.0141... Generator Loss: 1.1502
Epoch 1/1... Step 2300 Discriminator Loss: 0.6498... Generator Loss: 1.8344
Epoch 1/1... Step 2310 Discriminator Loss: 0.7229... Generator Loss: 1.8993
Epoch 1/1... Step 2320 Discriminator Loss: 0.6909... Generator Loss: 2.0243
Epoch 1/1... Step 2330 Discriminator Loss: 1.0537... Generator Loss: 0.9925
Epoch 1/1... Step 2340 Discriminator Loss: 0.6496... Generator Loss: 1.9559
Epoch 1/1... Step 2350 Discriminator Loss: 0.8259... Generator Loss: 1.2968
Epoch 1/1... Step 2360 Discriminator Loss: 0.8488... Generator Loss: 1.2746
Epoch 1/1... Step 2370 Discriminator Loss: 0.6403... Generator Loss: 2.3918
Epoch 1/1... Step 2380 Discriminator Loss: 0.6281... Generator Loss: 2.6544
Epoch 1/1... Step 2390 Discriminator Loss: 0.7161... Generator Loss: 1.6132
Epoch 1/1... Step 2400 Discriminator Loss: 0.6037... Generator Loss: 2.5974
Epoch 1/1... Step 2410 Discriminator Loss: 0.6534... Generator Loss: 2.4843
Epoch 1/1... Step 2420 Discriminator Loss: 0.7022... Generator Loss: 2.9032
Epoch 1/1... Step 2430 Discriminator Loss: 0.6865... Generator Loss: 1.5841
Epoch 1/1... Step 2440 Discriminator Loss: 0.7078... Generator Loss: 1.7205
Epoch 1/1... Step 2450 Discriminator Loss: 0.5597... Generator Loss: 2.6473
Epoch 1/1... Step 2460 Discriminator Loss: 0.8585... Generator Loss: 1.3484
Epoch 1/1... Step 2470 Discriminator Loss: 0.8098... Generator Loss: 1.3159
Epoch 1/1... Step 2480 Discriminator Loss: 0.6610... Generator Loss: 1.9511
Epoch 1/1... Step 2490 Discriminator Loss: 0.8279... Generator Loss: 1.4402
Epoch 1/1... Step 2500 Discriminator Loss: 0.7293... Generator Loss: 1.9432
Epoch 1/1... Step 2510 Discriminator Loss: 0.6007... Generator Loss: 2.9385
Epoch 1/1... Step 2520 Discriminator Loss: 0.6429... Generator Loss: 1.8857
Epoch 1/1... Step 2530 Discriminator Loss: 0.7376... Generator Loss: 3.0298
Epoch 1/1... Step 2540 Discriminator Loss: 0.7920... Generator Loss: 1.5302
Epoch 1/1... Step 2550 Discriminator Loss: 1.0166... Generator Loss: 1.0323
Epoch 1/1... Step 2560 Discriminator Loss: 0.7911... Generator Loss: 1.7699
Epoch 1/1... Step 2570 Discriminator Loss: 0.6985... Generator Loss: 2.9602
Epoch 1/1... Step 2580 Discriminator Loss: 0.6398... Generator Loss: 2.7291
Epoch 1/1... Step 2590 Discriminator Loss: 0.8647... Generator Loss: 1.2601
Epoch 1/1... Step 2600 Discriminator Loss: 0.7334... Generator Loss: 1.5827
Epoch 1/1... Step 2610 Discriminator Loss: 0.7214... Generator Loss: 2.4152
Epoch 1/1... Step 2620 Discriminator Loss: 0.7515... Generator Loss: 2.2821
Epoch 1/1... Step 2630 Discriminator Loss: 0.7782... Generator Loss: 1.7776
Epoch 1/1... Step 2640 Discriminator Loss: 0.7471... Generator Loss: 2.6738
Epoch 1/1... Step 2650 Discriminator Loss: 0.6097... Generator Loss: 2.6290
Epoch 1/1... Step 2660 Discriminator Loss: 0.6659... Generator Loss: 1.8510
Epoch 1/1... Step 2670 Discriminator Loss: 0.7452... Generator Loss: 1.5672
Epoch 1/1... Step 2680 Discriminator Loss: 0.7806... Generator Loss: 1.5002
Epoch 1/1... Step 2690 Discriminator Loss: 0.8315... Generator Loss: 1.4562
Epoch 1/1... Step 2700 Discriminator Loss: 0.8778... Generator Loss: 1.1411
Epoch 1/1... Step 2710 Discriminator Loss: 0.8055... Generator Loss: 2.2042
Epoch 1/1... Step 2720 Discriminator Loss: 0.7098... Generator Loss: 1.8869
Epoch 1/1... Step 2730 Discriminator Loss: 0.8627... Generator Loss: 1.1992
Epoch 1/1... Step 2740 Discriminator Loss: 0.8074... Generator Loss: 1.2967
Epoch 1/1... Step 2750 Discriminator Loss: 0.7956... Generator Loss: 1.2792
Epoch 1/1... Step 2760 Discriminator Loss: 0.9381... Generator Loss: 1.1027
Epoch 1/1... Step 2770 Discriminator Loss: 0.9879... Generator Loss: 2.6781
Epoch 1/1... Step 2780 Discriminator Loss: 0.8775... Generator Loss: 1.2254
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Epoch 1/1... Step 2800 Discriminator Loss: 0.6682... Generator Loss: 1.7580
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Epoch 1/1... Step 2930 Discriminator Loss: 0.7946... Generator Loss: 1.4476
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Epoch 1/1... Step 3000 Discriminator Loss: 1.1661... Generator Loss: 0.7459
Epoch 1/1... Step 3010 Discriminator Loss: 0.7173... Generator Loss: 2.4158
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Epoch 1/1... Step 3030 Discriminator Loss: 0.6381... Generator Loss: 2.0174
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Epoch 1/1... Step 3090 Discriminator Loss: 0.9776... Generator Loss: 1.0842
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Epoch 1/1... Step 3120 Discriminator Loss: 0.9166... Generator Loss: 1.0388
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Epoch 1/1... Step 3150 Discriminator Loss: 0.8173... Generator Loss: 1.3192
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Epoch 1/1... Step 3200 Discriminator Loss: 0.9310... Generator Loss: 1.1958
Epoch 1/1... Step 3210 Discriminator Loss: 0.7191... Generator Loss: 1.6385
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Epoch 1/1... Step 3230 Discriminator Loss: 0.6752... Generator Loss: 1.8671
Epoch 1/1... Step 3240 Discriminator Loss: 0.6452... Generator Loss: 1.9229
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Epoch 1/1... Step 3260 Discriminator Loss: 0.9381... Generator Loss: 1.0594
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Epoch 1/1... Step 3280 Discriminator Loss: 0.8769... Generator Loss: 1.1525
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Epoch 1/1... Step 3300 Discriminator Loss: 0.6953... Generator Loss: 1.7227
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Epoch 1/1... Step 3320 Discriminator Loss: 0.8144... Generator Loss: 2.0465
Epoch 1/1... Step 3330 Discriminator Loss: 0.6266... Generator Loss: 1.8389
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Epoch 1/1... Step 3370 Discriminator Loss: 0.7606... Generator Loss: 1.4423
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Epoch 1/1... Step 3390 Discriminator Loss: 0.6408... Generator Loss: 1.8978
Epoch 1/1... Step 3400 Discriminator Loss: 0.7835... Generator Loss: 1.4072
Epoch 1/1... Step 3410 Discriminator Loss: 0.6141... Generator Loss: 1.8779
Epoch 1/1... Step 3420 Discriminator Loss: 0.6418... Generator Loss: 2.6412
Epoch 1/1... Step 3430 Discriminator Loss: 0.6069... Generator Loss: 2.3486
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Epoch 1/1... Step 3450 Discriminator Loss: 1.0712... Generator Loss: 0.9841
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Epoch 1/1... Step 3470 Discriminator Loss: 0.7545... Generator Loss: 1.5769
Epoch 1/1... Step 3480 Discriminator Loss: 0.8917... Generator Loss: 1.1957
Epoch 1/1... Step 3490 Discriminator Loss: 0.6990... Generator Loss: 1.7952
Epoch 1/1... Step 3500 Discriminator Loss: 0.7827... Generator Loss: 1.4859
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Epoch 1/1... Step 3520 Discriminator Loss: 0.8005... Generator Loss: 1.6754
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Epoch 1/1... Step 3570 Discriminator Loss: 0.7980... Generator Loss: 1.7054
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Epoch 1/1... Step 3600 Discriminator Loss: 0.6163... Generator Loss: 2.0287
Epoch 1/1... Step 3610 Discriminator Loss: 1.0757... Generator Loss: 0.9926
Epoch 1/1... Step 3620 Discriminator Loss: 0.9892... Generator Loss: 0.9731
Epoch 1/1... Step 3630 Discriminator Loss: 0.8934... Generator Loss: 1.2568
Epoch 1/1... Step 3640 Discriminator Loss: 0.9114... Generator Loss: 1.8027
Epoch 1/1... Step 3650 Discriminator Loss: 0.7765... Generator Loss: 2.1694
Epoch 1/1... Step 3660 Discriminator Loss: 0.6619... Generator Loss: 2.3560
Epoch 1/1... Step 3670 Discriminator Loss: 0.7438... Generator Loss: 1.6750
Epoch 1/1... Step 3680 Discriminator Loss: 0.7683... Generator Loss: 1.5490
Epoch 1/1... Step 3690 Discriminator Loss: 0.7296... Generator Loss: 1.6550
Epoch 1/1... Step 3700 Discriminator Loss: 0.7568... Generator Loss: 2.1324
Epoch 1/1... Step 3710 Discriminator Loss: 0.7577... Generator Loss: 1.6441
Epoch 1/1... Step 3720 Discriminator Loss: 0.8583... Generator Loss: 1.3128
Epoch 1/1... Step 3730 Discriminator Loss: 0.7020... Generator Loss: 1.9264
Epoch 1/1... Step 3740 Discriminator Loss: 0.9320... Generator Loss: 0.9972
Epoch 1/1... Step 3750 Discriminator Loss: 0.6535... Generator Loss: 2.2604
Epoch 1/1... Step 3760 Discriminator Loss: 0.9617... Generator Loss: 1.1185
Epoch 1/1... Step 3770 Discriminator Loss: 0.9410... Generator Loss: 1.1047
Epoch 1/1... Step 3780 Discriminator Loss: 0.7922... Generator Loss: 1.3530
Epoch 1/1... Step 3790 Discriminator Loss: 0.8366... Generator Loss: 1.3228
Epoch 1/1... Step 3800 Discriminator Loss: 0.6369... Generator Loss: 2.0861
Epoch 1/1... Step 3810 Discriminator Loss: 0.7289... Generator Loss: 1.4515
Epoch 1/1... Step 3820 Discriminator Loss: 0.6626... Generator Loss: 1.6163
Epoch 1/1... Step 3830 Discriminator Loss: 0.6098... Generator Loss: 1.9740
Epoch 1/1... Step 3840 Discriminator Loss: 0.7870... Generator Loss: 1.3423
Epoch 1/1... Step 3850 Discriminator Loss: 0.7867... Generator Loss: 2.2921
Epoch 1/1... Step 3860 Discriminator Loss: 0.6767... Generator Loss: 1.7901
Epoch 1/1... Step 3870 Discriminator Loss: 0.8585... Generator Loss: 3.0558
Epoch 1/1... Step 3880 Discriminator Loss: 0.9248... Generator Loss: 1.5979
Epoch 1/1... Step 3890 Discriminator Loss: 0.6669... Generator Loss: 2.1901
Epoch 1/1... Step 3900 Discriminator Loss: 0.7088... Generator Loss: 1.4775
Epoch 1/1... Step 3910 Discriminator Loss: 0.9163... Generator Loss: 1.3632
Epoch 1/1... Step 3920 Discriminator Loss: 0.8755... Generator Loss: 1.3923
Epoch 1/1... Step 3930 Discriminator Loss: 0.7634... Generator Loss: 1.6452
Epoch 1/1... Step 3940 Discriminator Loss: 0.7562... Generator Loss: 1.9123
Epoch 1/1... Step 3950 Discriminator Loss: 0.7260... Generator Loss: 1.4689
Epoch 1/1... Step 3960 Discriminator Loss: 0.7057... Generator Loss: 2.1647
Epoch 1/1... Step 3970 Discriminator Loss: 0.6307... Generator Loss: 2.0311
Epoch 1/1... Step 3980 Discriminator Loss: 0.6841... Generator Loss: 1.7156
Epoch 1/1... Step 3990 Discriminator Loss: 1.1937... Generator Loss: 0.9276
Epoch 1/1... Step 4000 Discriminator Loss: 0.8655... Generator Loss: 1.4221
Epoch 1/1... Step 4010 Discriminator Loss: 0.7598... Generator Loss: 1.5436
Epoch 1/1... Step 4020 Discriminator Loss: 0.7260... Generator Loss: 1.8109
Epoch 1/1... Step 4030 Discriminator Loss: 0.8588... Generator Loss: 1.4239
Epoch 1/1... Step 4040 Discriminator Loss: 0.8915... Generator Loss: 1.1541
Epoch 1/1... Step 4050 Discriminator Loss: 0.8192... Generator Loss: 1.2760
Epoch 1/1... Step 4060 Discriminator Loss: 0.6684... Generator Loss: 1.9455
Epoch 1/1... Step 4070 Discriminator Loss: 0.7360... Generator Loss: 2.1701
Epoch 1/1... Step 4080 Discriminator Loss: 0.5786... Generator Loss: 1.9806
Epoch 1/1... Step 4090 Discriminator Loss: 0.7219... Generator Loss: 1.8396
Epoch 1/1... Step 4100 Discriminator Loss: 0.7050... Generator Loss: 1.6658
Epoch 1/1... Step 4110 Discriminator Loss: 0.8108... Generator Loss: 2.1661
Epoch 1/1... Step 4120 Discriminator Loss: 0.9384... Generator Loss: 1.1904
Epoch 1/1... Step 4130 Discriminator Loss: 0.7611... Generator Loss: 2.7167
Epoch 1/1... Step 4140 Discriminator Loss: 0.8181... Generator Loss: 1.3638
Epoch 1/1... Step 4150 Discriminator Loss: 0.9036... Generator Loss: 1.2958
Epoch 1/1... Step 4160 Discriminator Loss: 0.9962... Generator Loss: 2.8678
Epoch 1/1... Step 4170 Discriminator Loss: 0.8833... Generator Loss: 1.3861
Epoch 1/1... Step 4180 Discriminator Loss: 1.0830... Generator Loss: 0.8932
Epoch 1/1... Step 4190 Discriminator Loss: 0.7405... Generator Loss: 1.8863
Epoch 1/1... Step 4200 Discriminator Loss: 1.1616... Generator Loss: 0.8415
Epoch 1/1... Step 4210 Discriminator Loss: 0.6889... Generator Loss: 1.6158
Epoch 1/1... Step 4220 Discriminator Loss: 0.7273... Generator Loss: 1.5911
Epoch 1/1... Step 4230 Discriminator Loss: 0.7668... Generator Loss: 1.7180
Epoch 1/1... Step 4240 Discriminator Loss: 0.7098... Generator Loss: 1.9774
Epoch 1/1... Step 4250 Discriminator Loss: 1.0879... Generator Loss: 0.8599
Epoch 1/1... Step 4260 Discriminator Loss: 0.7877... Generator Loss: 1.8713
Epoch 1/1... Step 4270 Discriminator Loss: 0.9984... Generator Loss: 0.9433
Epoch 1/1... Step 4280 Discriminator Loss: 0.5500... Generator Loss: 2.6913
Epoch 1/1... Step 4290 Discriminator Loss: 0.7907... Generator Loss: 1.5764
Epoch 1/1... Step 4300 Discriminator Loss: 0.8640... Generator Loss: 1.1476
Epoch 1/1... Step 4310 Discriminator Loss: 0.7867... Generator Loss: 1.6237
Epoch 1/1... Step 4320 Discriminator Loss: 0.8512... Generator Loss: 1.3956
Epoch 1/1... Step 4330 Discriminator Loss: 0.7175... Generator Loss: 1.6552
Epoch 1/1... Step 4340 Discriminator Loss: 0.7308... Generator Loss: 1.6870
Epoch 1/1... Step 4350 Discriminator Loss: 0.7219... Generator Loss: 1.6877
Epoch 1/1... Step 4360 Discriminator Loss: 0.9163... Generator Loss: 1.2263
Epoch 1/1... Step 4370 Discriminator Loss: 0.9785... Generator Loss: 1.0309
Epoch 1/1... Step 4380 Discriminator Loss: 0.8902... Generator Loss: 1.1662
Epoch 1/1... Step 4390 Discriminator Loss: 1.1099... Generator Loss: 0.9031
Epoch 1/1... Step 4400 Discriminator Loss: 0.8926... Generator Loss: 1.1838
Epoch 1/1... Step 4410 Discriminator Loss: 1.1162... Generator Loss: 0.8590
Epoch 1/1... Step 4420 Discriminator Loss: 0.7565... Generator Loss: 2.7717
Epoch 1/1... Step 4430 Discriminator Loss: 0.6371... Generator Loss: 2.2234
Epoch 1/1... Step 4440 Discriminator Loss: 0.7325... Generator Loss: 1.6041
Epoch 1/1... Step 4450 Discriminator Loss: 0.7269... Generator Loss: 1.6120
Epoch 1/1... Step 4460 Discriminator Loss: 0.7463... Generator Loss: 1.8704
Epoch 1/1... Step 4470 Discriminator Loss: 0.8816... Generator Loss: 1.3670
Epoch 1/1... Step 4480 Discriminator Loss: 0.8234... Generator Loss: 1.5394
Epoch 1/1... Step 4490 Discriminator Loss: 0.9501... Generator Loss: 1.7756
Epoch 1/1... Step 4500 Discriminator Loss: 0.8817... Generator Loss: 1.1564
Epoch 1/1... Step 4510 Discriminator Loss: 0.8370... Generator Loss: 1.8308
Epoch 1/1... Step 4520 Discriminator Loss: 0.8396... Generator Loss: 1.4373
Epoch 1/1... Step 4530 Discriminator Loss: 0.7686... Generator Loss: 1.7075
Epoch 1/1... Step 4540 Discriminator Loss: 0.7748... Generator Loss: 1.4345
Epoch 1/1... Step 4550 Discriminator Loss: 0.7423... Generator Loss: 1.5289
Epoch 1/1... Step 4560 Discriminator Loss: 0.8615... Generator Loss: 1.3163
Epoch 1/1... Step 4570 Discriminator Loss: 0.7406... Generator Loss: 2.2472
Epoch 1/1... Step 4580 Discriminator Loss: 0.8368... Generator Loss: 1.3121
Epoch 1/1... Step 4590 Discriminator Loss: 0.7063... Generator Loss: 1.5864
Epoch 1/1... Step 4600 Discriminator Loss: 0.8228... Generator Loss: 1.7057
Epoch 1/1... Step 4610 Discriminator Loss: 0.8652... Generator Loss: 1.1544
Epoch 1/1... Step 4620 Discriminator Loss: 0.8981... Generator Loss: 1.5621
Epoch 1/1... Step 4630 Discriminator Loss: 0.5931... Generator Loss: 2.1815
Epoch 1/1... Step 4640 Discriminator Loss: 0.6949... Generator Loss: 1.8561
Epoch 1/1... Step 4650 Discriminator Loss: 0.8808... Generator Loss: 1.3670
Epoch 1/1... Step 4660 Discriminator Loss: 0.7631... Generator Loss: 2.1109
Epoch 1/1... Step 4670 Discriminator Loss: 0.7424... Generator Loss: 1.4772
Epoch 1/1... Step 4680 Discriminator Loss: 0.7644... Generator Loss: 1.8945
Epoch 1/1... Step 4690 Discriminator Loss: 0.6722... Generator Loss: 1.6699
Epoch 1/1... Step 4700 Discriminator Loss: 0.6264... Generator Loss: 2.1770
Epoch 1/1... Step 4710 Discriminator Loss: 0.8135... Generator Loss: 1.5085
Epoch 1/1... Step 4720 Discriminator Loss: 0.8102... Generator Loss: 1.3808
Epoch 1/1... Step 4730 Discriminator Loss: 0.7781... Generator Loss: 1.5746
Epoch 1/1... Step 4740 Discriminator Loss: 0.7621... Generator Loss: 1.4907
Epoch 1/1... Step 4750 Discriminator Loss: 0.6622... Generator Loss: 1.7566
Epoch 1/1... Step 4760 Discriminator Loss: 0.7685... Generator Loss: 1.5429
Epoch 1/1... Step 4770 Discriminator Loss: 0.7089... Generator Loss: 1.8539
Epoch 1/1... Step 4780 Discriminator Loss: 0.7948... Generator Loss: 1.2759
Epoch 1/1... Step 4790 Discriminator Loss: 0.7950... Generator Loss: 1.2551
Epoch 1/1... Step 4800 Discriminator Loss: 0.6286... Generator Loss: 1.7644
Epoch 1/1... Step 4810 Discriminator Loss: 0.8862... Generator Loss: 1.1802
Epoch 1/1... Step 4820 Discriminator Loss: 0.7700... Generator Loss: 2.5041
Epoch 1/1... Step 4830 Discriminator Loss: 0.8464... Generator Loss: 1.2956
Epoch 1/1... Step 4840 Discriminator Loss: 0.9048... Generator Loss: 1.0653
Epoch 1/1... Step 4850 Discriminator Loss: 0.6538... Generator Loss: 1.8555
Epoch 1/1... Step 4860 Discriminator Loss: 0.6974... Generator Loss: 2.1686
Epoch 1/1... Step 4870 Discriminator Loss: 0.9516... Generator Loss: 1.1154
Epoch 1/1... Step 4880 Discriminator Loss: 0.7343... Generator Loss: 1.7070
Epoch 1/1... Step 4890 Discriminator Loss: 0.7548... Generator Loss: 1.6067
Epoch 1/1... Step 4900 Discriminator Loss: 0.8741... Generator Loss: 1.2208
Epoch 1/1... Step 4910 Discriminator Loss: 0.8226... Generator Loss: 1.3040
Epoch 1/1... Step 4920 Discriminator Loss: 0.6764... Generator Loss: 1.8317
Epoch 1/1... Step 4930 Discriminator Loss: 0.7166... Generator Loss: 1.7160
Epoch 1/1... Step 4940 Discriminator Loss: 0.7628... Generator Loss: 1.9067
Epoch 1/1... Step 4950 Discriminator Loss: 0.6091... Generator Loss: 1.9888
Epoch 1/1... Step 4960 Discriminator Loss: 0.9085... Generator Loss: 1.0708
Epoch 1/1... Step 4970 Discriminator Loss: 1.0036... Generator Loss: 1.1994
Epoch 1/1... Step 4980 Discriminator Loss: 1.0217... Generator Loss: 0.8286
Epoch 1/1... Step 4990 Discriminator Loss: 0.9834... Generator Loss: 0.9767
Epoch 1/1... Step 5000 Discriminator Loss: 0.7142... Generator Loss: 1.8646
Epoch 1/1... Step 5010 Discriminator Loss: 0.9027... Generator Loss: 1.2113
Epoch 1/1... Step 5020 Discriminator Loss: 1.3228... Generator Loss: 0.6568
Epoch 1/1... Step 5030 Discriminator Loss: 0.6296... Generator Loss: 1.8514
Epoch 1/1... Step 5040 Discriminator Loss: 0.9099... Generator Loss: 1.4133
Epoch 1/1... Step 5050 Discriminator Loss: 0.7502... Generator Loss: 1.5827
Epoch 1/1... Step 5060 Discriminator Loss: 0.7969... Generator Loss: 1.3501
Epoch 1/1... Step 5070 Discriminator Loss: 0.6652... Generator Loss: 1.8047
Epoch 1/1... Step 5080 Discriminator Loss: 0.8351... Generator Loss: 1.3810
Epoch 1/1... Step 5090 Discriminator Loss: 1.0187... Generator Loss: 0.9732
Epoch 1/1... Step 5100 Discriminator Loss: 0.8009... Generator Loss: 1.3223
Epoch 1/1... Step 5110 Discriminator Loss: 1.2416... Generator Loss: 0.7450
Epoch 1/1... Step 5120 Discriminator Loss: 0.6488... Generator Loss: 1.9945
Epoch 1/1... Step 5130 Discriminator Loss: 1.0707... Generator Loss: 0.8576
Epoch 1/1... Step 5140 Discriminator Loss: 0.9050... Generator Loss: 1.3742
Epoch 1/1... Step 5150 Discriminator Loss: 0.8937... Generator Loss: 1.2348
Epoch 1/1... Step 5160 Discriminator Loss: 0.6466... Generator Loss: 1.8221
Epoch 1/1... Step 5170 Discriminator Loss: 0.7272... Generator Loss: 1.6389
Epoch 1/1... Step 5180 Discriminator Loss: 0.6349... Generator Loss: 1.9508
Epoch 1/1... Step 5190 Discriminator Loss: 0.7544... Generator Loss: 1.4420
Epoch 1/1... Step 5200 Discriminator Loss: 0.7107... Generator Loss: 1.3799
Epoch 1/1... Step 5210 Discriminator Loss: 0.7490... Generator Loss: 1.6911
Epoch 1/1... Step 5220 Discriminator Loss: 0.8641... Generator Loss: 1.2245
Epoch 1/1... Step 5230 Discriminator Loss: 1.1906... Generator Loss: 0.7328
Epoch 1/1... Step 5240 Discriminator Loss: 1.0315... Generator Loss: 2.8510
Epoch 1/1... Step 5250 Discriminator Loss: 0.8283... Generator Loss: 1.4822
Epoch 1/1... Step 5260 Discriminator Loss: 0.8898... Generator Loss: 1.0901
Epoch 1/1... Step 5270 Discriminator Loss: 0.6737... Generator Loss: 1.6377
Epoch 1/1... Step 5280 Discriminator Loss: 0.8717... Generator Loss: 1.3363
Epoch 1/1... Step 5290 Discriminator Loss: 0.7194... Generator Loss: 2.2584
Epoch 1/1... Step 5300 Discriminator Loss: 0.6917... Generator Loss: 1.5299
Epoch 1/1... Step 5310 Discriminator Loss: 0.9157... Generator Loss: 1.5930
Epoch 1/1... Step 5320 Discriminator Loss: 0.7581... Generator Loss: 1.7009
Epoch 1/1... Step 5330 Discriminator Loss: 0.7837... Generator Loss: 1.6181
Epoch 1/1... Step 5340 Discriminator Loss: 0.9011... Generator Loss: 1.1716
Epoch 1/1... Step 5350 Discriminator Loss: 0.8942... Generator Loss: 1.1347
Epoch 1/1... Step 5360 Discriminator Loss: 0.9673... Generator Loss: 1.0083
Epoch 1/1... Step 5370 Discriminator Loss: 0.7502... Generator Loss: 1.8476
Epoch 1/1... Step 5380 Discriminator Loss: 0.6889... Generator Loss: 2.2358
Epoch 1/1... Step 5390 Discriminator Loss: 0.7564... Generator Loss: 1.7773
Epoch 1/1... Step 5400 Discriminator Loss: 0.6695... Generator Loss: 1.7651
Epoch 1/1... Step 5410 Discriminator Loss: 0.7129... Generator Loss: 1.7607
Epoch 1/1... Step 5420 Discriminator Loss: 0.6624... Generator Loss: 1.9819
Epoch 1/1... Step 5430 Discriminator Loss: 0.6405... Generator Loss: 1.7380
Epoch 1/1... Step 5440 Discriminator Loss: 0.6953... Generator Loss: 1.5893
Epoch 1/1... Step 5450 Discriminator Loss: 0.5150... Generator Loss: 2.4638
Epoch 1/1... Step 5460 Discriminator Loss: 1.5377... Generator Loss: 0.5886
Epoch 1/1... Step 5470 Discriminator Loss: 0.8495... Generator Loss: 1.2849
Epoch 1/1... Step 5480 Discriminator Loss: 0.7949... Generator Loss: 1.2582
Epoch 1/1... Step 5490 Discriminator Loss: 0.8060... Generator Loss: 1.9742
Epoch 1/1... Step 5500 Discriminator Loss: 0.8968... Generator Loss: 1.1420
Epoch 1/1... Step 5510 Discriminator Loss: 0.8453... Generator Loss: 1.5715
Epoch 1/1... Step 5520 Discriminator Loss: 0.8375... Generator Loss: 1.6428
Epoch 1/1... Step 5530 Discriminator Loss: 0.8855... Generator Loss: 1.2859
Epoch 1/1... Step 5540 Discriminator Loss: 0.7761... Generator Loss: 1.5172
Epoch 1/1... Step 5550 Discriminator Loss: 0.6784... Generator Loss: 2.0252
Epoch 1/1... Step 5560 Discriminator Loss: 0.6323... Generator Loss: 1.9228
Epoch 1/1... Step 5570 Discriminator Loss: 0.7045... Generator Loss: 1.7389
Epoch 1/1... Step 5580 Discriminator Loss: 0.8320... Generator Loss: 2.1329
Epoch 1/1... Step 5590 Discriminator Loss: 0.8356... Generator Loss: 1.4909
Epoch 1/1... Step 5600 Discriminator Loss: 0.6737... Generator Loss: 1.9661
Epoch 1/1... Step 5610 Discriminator Loss: 0.9185... Generator Loss: 1.3423
Epoch 1/1... Step 5620 Discriminator Loss: 0.9562... Generator Loss: 1.0438
Epoch 1/1... Step 5630 Discriminator Loss: 0.7635... Generator Loss: 1.4251
Epoch 1/1... Step 5640 Discriminator Loss: 0.9646... Generator Loss: 0.9278
Epoch 1/1... Step 5650 Discriminator Loss: 0.7129... Generator Loss: 2.0401
Epoch 1/1... Step 5660 Discriminator Loss: 0.7168... Generator Loss: 2.0140
Epoch 1/1... Step 5670 Discriminator Loss: 0.7989... Generator Loss: 1.3824
Epoch 1/1... Step 5680 Discriminator Loss: 0.7988... Generator Loss: 1.4338
Epoch 1/1... Step 5690 Discriminator Loss: 0.7860... Generator Loss: 1.7074
Epoch 1/1... Step 5700 Discriminator Loss: 0.6914... Generator Loss: 1.6593
Epoch 1/1... Step 5710 Discriminator Loss: 0.7174... Generator Loss: 1.5699
Epoch 1/1... Step 5720 Discriminator Loss: 0.7816... Generator Loss: 1.5591
Epoch 1/1... Step 5730 Discriminator Loss: 0.9991... Generator Loss: 0.9297
Epoch 1/1... Step 5740 Discriminator Loss: 0.7429... Generator Loss: 1.7434
Epoch 1/1... Step 5750 Discriminator Loss: 0.8816... Generator Loss: 1.1548
Epoch 1/1... Step 5760 Discriminator Loss: 0.9320... Generator Loss: 1.2663
Epoch 1/1... Step 5770 Discriminator Loss: 0.8097... Generator Loss: 1.2610
Epoch 1/1... Step 5780 Discriminator Loss: 0.7009... Generator Loss: 1.5261
Epoch 1/1... Step 5790 Discriminator Loss: 0.7414... Generator Loss: 1.9287
Epoch 1/1... Step 5800 Discriminator Loss: 0.9089... Generator Loss: 1.0623
Epoch 1/1... Step 5810 Discriminator Loss: 0.8744... Generator Loss: 1.1558
Epoch 1/1... Step 5820 Discriminator Loss: 0.7948... Generator Loss: 1.4185
Epoch 1/1... Step 5830 Discriminator Loss: 0.7126... Generator Loss: 1.6545
Epoch 1/1... Step 5840 Discriminator Loss: 0.6145... Generator Loss: 2.7353
Epoch 1/1... Step 5850 Discriminator Loss: 0.9641... Generator Loss: 1.0613
Epoch 1/1... Step 5860 Discriminator Loss: 1.2092... Generator Loss: 0.7130
Epoch 1/1... Step 5870 Discriminator Loss: 0.8899... Generator Loss: 1.2128
Epoch 1/1... Step 5880 Discriminator Loss: 0.7400... Generator Loss: 1.8088
Epoch 1/1... Step 5890 Discriminator Loss: 1.0820... Generator Loss: 0.9698
Epoch 1/1... Step 5900 Discriminator Loss: 0.7250... Generator Loss: 1.7749
Epoch 1/1... Step 5910 Discriminator Loss: 0.7960... Generator Loss: 1.5027
Epoch 1/1... Step 5920 Discriminator Loss: 0.6658... Generator Loss: 1.7718
Epoch 1/1... Step 5930 Discriminator Loss: 0.6647... Generator Loss: 1.8622
Epoch 1/1... Step 5940 Discriminator Loss: 1.0483... Generator Loss: 1.7665
Epoch 1/1... Step 5950 Discriminator Loss: 0.9497... Generator Loss: 0.9865
Epoch 1/1... Step 5960 Discriminator Loss: 0.9081... Generator Loss: 1.1939
Epoch 1/1... Step 5970 Discriminator Loss: 0.7652... Generator Loss: 1.4054
Epoch 1/1... Step 5980 Discriminator Loss: 0.8012... Generator Loss: 1.4213
Epoch 1/1... Step 5990 Discriminator Loss: 1.1522... Generator Loss: 0.9981
Epoch 1/1... Step 6000 Discriminator Loss: 0.9785... Generator Loss: 0.9640
Epoch 1/1... Step 6010 Discriminator Loss: 0.9263... Generator Loss: 1.1430
Epoch 1/1... Step 6020 Discriminator Loss: 0.6463... Generator Loss: 2.0136
Epoch 1/1... Step 6030 Discriminator Loss: 0.8608... Generator Loss: 1.1367
Epoch 1/1... Step 6040 Discriminator Loss: 0.8473... Generator Loss: 1.3246
Epoch 1/1... Step 6050 Discriminator Loss: 0.8362... Generator Loss: 1.8130
Epoch 1/1... Step 6060 Discriminator Loss: 0.7685... Generator Loss: 1.6359
Epoch 1/1... Step 6070 Discriminator Loss: 0.8497... Generator Loss: 1.3753
Epoch 1/1... Step 6080 Discriminator Loss: 0.7511... Generator Loss: 1.6619
Epoch 1/1... Step 6090 Discriminator Loss: 1.1310... Generator Loss: 0.7966
Epoch 1/1... Step 6100 Discriminator Loss: 0.7711... Generator Loss: 1.5425
Epoch 1/1... Step 6110 Discriminator Loss: 0.9892... Generator Loss: 1.3757
Epoch 1/1... Step 6120 Discriminator Loss: 0.9137... Generator Loss: 1.6313
Epoch 1/1... Step 6130 Discriminator Loss: 0.7003... Generator Loss: 1.6651
Epoch 1/1... Step 6140 Discriminator Loss: 0.9540... Generator Loss: 1.0672
Epoch 1/1... Step 6150 Discriminator Loss: 0.8134... Generator Loss: 2.1526
Epoch 1/1... Step 6160 Discriminator Loss: 0.8327... Generator Loss: 1.5985
Epoch 1/1... Step 6170 Discriminator Loss: 0.9480... Generator Loss: 1.1728
Epoch 1/1... Step 6180 Discriminator Loss: 0.6700... Generator Loss: 1.8340
Epoch 1/1... Step 6190 Discriminator Loss: 0.7299... Generator Loss: 1.7326
Epoch 1/1... Step 6200 Discriminator Loss: 0.9177... Generator Loss: 1.1282
Epoch 1/1... Step 6210 Discriminator Loss: 0.7373... Generator Loss: 2.1935
Epoch 1/1... Step 6220 Discriminator Loss: 0.7243... Generator Loss: 1.8634
Epoch 1/1... Step 6230 Discriminator Loss: 0.8080... Generator Loss: 1.5174
Epoch 1/1... Step 6240 Discriminator Loss: 0.7923... Generator Loss: 1.2099
Epoch 1/1... Step 6250 Discriminator Loss: 0.8901... Generator Loss: 1.2503
Epoch 1/1... Step 6260 Discriminator Loss: 0.7987... Generator Loss: 1.4650
Epoch 1/1... Step 6270 Discriminator Loss: 0.8309... Generator Loss: 1.6751
Epoch 1/1... Step 6280 Discriminator Loss: 0.7726... Generator Loss: 1.5853
Epoch 1/1... Step 6290 Discriminator Loss: 1.0144... Generator Loss: 0.8602
Epoch 1/1... Step 6300 Discriminator Loss: 1.0316... Generator Loss: 0.9997
Epoch 1/1... Step 6310 Discriminator Loss: 0.8165... Generator Loss: 1.7498
Epoch 1/1... Step 6320 Discriminator Loss: 0.8722... Generator Loss: 1.0341
Epoch 1/1... Step 6330 Discriminator Loss: 0.6012... Generator Loss: 2.4520

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.

In [53]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.6
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.4751... Generator Loss: 6.8451
Epoch 1/1... Step 20 Discriminator Loss: 0.7182... Generator Loss: 3.0610
Epoch 1/1... Step 30 Discriminator Loss: 0.4581... Generator Loss: 8.7348
Epoch 1/1... Step 40 Discriminator Loss: 0.4714... Generator Loss: 3.8618
Epoch 1/1... Step 50 Discriminator Loss: 0.4010... Generator Loss: 5.5858
Epoch 1/1... Step 60 Discriminator Loss: 0.4412... Generator Loss: 5.5269
Epoch 1/1... Step 70 Discriminator Loss: 2.7047... Generator Loss: 9.9643
Epoch 1/1... Step 80 Discriminator Loss: 2.0763... Generator Loss: 0.3350
Epoch 1/1... Step 90 Discriminator Loss: 0.5098... Generator Loss: 3.5161
Epoch 1/1... Step 100 Discriminator Loss: 0.8454... Generator Loss: 1.7404
Epoch 1/1... Step 110 Discriminator Loss: 0.4747... Generator Loss: 2.8141
Epoch 1/1... Step 120 Discriminator Loss: 0.5965... Generator Loss: 1.9874
Epoch 1/1... Step 130 Discriminator Loss: 1.9459... Generator Loss: 5.0220
Epoch 1/1... Step 140 Discriminator Loss: 0.4642... Generator Loss: 2.7072
Epoch 1/1... Step 150 Discriminator Loss: 0.6128... Generator Loss: 2.0121
Epoch 1/1... Step 160 Discriminator Loss: 0.5790... Generator Loss: 1.7926
Epoch 1/1... Step 170 Discriminator Loss: 1.0272... Generator Loss: 1.5407
Epoch 1/1... Step 180 Discriminator Loss: 0.8359... Generator Loss: 2.2559
Epoch 1/1... Step 190 Discriminator Loss: 0.7145... Generator Loss: 1.7759
Epoch 1/1... Step 200 Discriminator Loss: 0.7747... Generator Loss: 3.0376
Epoch 1/1... Step 210 Discriminator Loss: 0.9538... Generator Loss: 1.5580
Epoch 1/1... Step 220 Discriminator Loss: 0.7463... Generator Loss: 1.9705
Epoch 1/1... Step 230 Discriminator Loss: 3.3842... Generator Loss: 6.2051
Epoch 1/1... Step 240 Discriminator Loss: 1.3305... Generator Loss: 2.0258
Epoch 1/1... Step 250 Discriminator Loss: 1.0121... Generator Loss: 1.0940
Epoch 1/1... Step 260 Discriminator Loss: 1.0829... Generator Loss: 1.9905
Epoch 1/1... Step 270 Discriminator Loss: 0.8542... Generator Loss: 1.1404
Epoch 1/1... Step 280 Discriminator Loss: 0.9257... Generator Loss: 1.2563
Epoch 1/1... Step 290 Discriminator Loss: 1.5454... Generator Loss: 2.5211
Epoch 1/1... Step 300 Discriminator Loss: 1.0667... Generator Loss: 1.4221
Epoch 1/1... Step 310 Discriminator Loss: 1.3367... Generator Loss: 3.4296
Epoch 1/1... Step 320 Discriminator Loss: 0.9095... Generator Loss: 1.9210
Epoch 1/1... Step 330 Discriminator Loss: 1.0318... Generator Loss: 1.1766
Epoch 1/1... Step 340 Discriminator Loss: 0.7087... Generator Loss: 1.7146
Epoch 1/1... Step 350 Discriminator Loss: 1.0208... Generator Loss: 1.2043
Epoch 1/1... Step 360 Discriminator Loss: 1.1539... Generator Loss: 1.0063
Epoch 1/1... Step 370 Discriminator Loss: 1.1188... Generator Loss: 2.5231
Epoch 1/1... Step 380 Discriminator Loss: 0.9846... Generator Loss: 1.6632
Epoch 1/1... Step 390 Discriminator Loss: 1.5633... Generator Loss: 0.4728
Epoch 1/1... Step 400 Discriminator Loss: 0.9163... Generator Loss: 1.2759
Epoch 1/1... Step 410 Discriminator Loss: 0.8375... Generator Loss: 1.1896
Epoch 1/1... Step 420 Discriminator Loss: 1.0121... Generator Loss: 1.9490
Epoch 1/1... Step 430 Discriminator Loss: 0.6884... Generator Loss: 1.8564
Epoch 1/1... Step 440 Discriminator Loss: 1.0092... Generator Loss: 1.8532
Epoch 1/1... Step 450 Discriminator Loss: 1.1895... Generator Loss: 0.7876
Epoch 1/1... Step 460 Discriminator Loss: 1.2966... Generator Loss: 0.6966
Epoch 1/1... Step 470 Discriminator Loss: 0.9652... Generator Loss: 1.0302
Epoch 1/1... Step 480 Discriminator Loss: 0.8312... Generator Loss: 2.2261
Epoch 1/1... Step 490 Discriminator Loss: 1.0263... Generator Loss: 0.9720
Epoch 1/1... Step 500 Discriminator Loss: 1.3405... Generator Loss: 0.7004
Epoch 1/1... Step 510 Discriminator Loss: 0.9466... Generator Loss: 1.7406
Epoch 1/1... Step 520 Discriminator Loss: 0.8024... Generator Loss: 1.6260
Epoch 1/1... Step 530 Discriminator Loss: 1.2090... Generator Loss: 1.7708
Epoch 1/1... Step 540 Discriminator Loss: 1.0203... Generator Loss: 0.8167
Epoch 1/1... Step 550 Discriminator Loss: 1.4911... Generator Loss: 3.1415
Epoch 1/1... Step 560 Discriminator Loss: 0.9230... Generator Loss: 1.3137
Epoch 1/1... Step 570 Discriminator Loss: 0.9419... Generator Loss: 1.9580
Epoch 1/1... Step 580 Discriminator Loss: 0.9214... Generator Loss: 1.9437
Epoch 1/1... Step 590 Discriminator Loss: 0.7710... Generator Loss: 1.3305
Epoch 1/1... Step 600 Discriminator Loss: 1.2061... Generator Loss: 0.7218
Epoch 1/1... Step 610 Discriminator Loss: 1.0368... Generator Loss: 0.8796
Epoch 1/1... Step 620 Discriminator Loss: 0.9217... Generator Loss: 1.4380
Epoch 1/1... Step 630 Discriminator Loss: 0.8673... Generator Loss: 1.3940
Epoch 1/1... Step 640 Discriminator Loss: 0.7798... Generator Loss: 1.4408
Epoch 1/1... Step 650 Discriminator Loss: 1.0679... Generator Loss: 1.0015
Epoch 1/1... Step 660 Discriminator Loss: 2.3382... Generator Loss: 3.4319
Epoch 1/1... Step 670 Discriminator Loss: 0.8819... Generator Loss: 1.8070
Epoch 1/1... Step 680 Discriminator Loss: 2.7316... Generator Loss: 0.1322
Epoch 1/1... Step 690 Discriminator Loss: 0.8611... Generator Loss: 1.6338
Epoch 1/1... Step 700 Discriminator Loss: 0.9705... Generator Loss: 1.2615
Epoch 1/1... Step 710 Discriminator Loss: 1.7143... Generator Loss: 0.3444
Epoch 1/1... Step 720 Discriminator Loss: 1.4471... Generator Loss: 2.6875
Epoch 1/1... Step 730 Discriminator Loss: 0.7835... Generator Loss: 1.2040
Epoch 1/1... Step 740 Discriminator Loss: 1.2865... Generator Loss: 2.1389
Epoch 1/1... Step 750 Discriminator Loss: 0.7944... Generator Loss: 1.5429
Epoch 1/1... Step 760 Discriminator Loss: 0.8125... Generator Loss: 1.7020
Epoch 1/1... Step 770 Discriminator Loss: 1.4862... Generator Loss: 0.6470
Epoch 1/1... Step 780 Discriminator Loss: 0.5623... Generator Loss: 1.8020
Epoch 1/1... Step 790 Discriminator Loss: 0.9743... Generator Loss: 2.0545
Epoch 1/1... Step 800 Discriminator Loss: 1.1521... Generator Loss: 0.7545
Epoch 1/1... Step 810 Discriminator Loss: 0.9379... Generator Loss: 1.8512
Epoch 1/1... Step 820 Discriminator Loss: 1.4611... Generator Loss: 0.4952
Epoch 1/1... Step 830 Discriminator Loss: 0.9518... Generator Loss: 1.1347
Epoch 1/1... Step 840 Discriminator Loss: 1.1962... Generator Loss: 0.7659
Epoch 1/1... Step 850 Discriminator Loss: 1.0797... Generator Loss: 1.1332
Epoch 1/1... Step 860 Discriminator Loss: 0.9968... Generator Loss: 1.8329
Epoch 1/1... Step 870 Discriminator Loss: 1.1998... Generator Loss: 0.8950
Epoch 1/1... Step 880 Discriminator Loss: 0.7936... Generator Loss: 1.7313
Epoch 1/1... Step 890 Discriminator Loss: 1.0923... Generator Loss: 1.0336
Epoch 1/1... Step 900 Discriminator Loss: 1.2896... Generator Loss: 0.6637
Epoch 1/1... Step 910 Discriminator Loss: 0.8549... Generator Loss: 1.3125
Epoch 1/1... Step 920 Discriminator Loss: 0.7457... Generator Loss: 1.7680
Epoch 1/1... Step 930 Discriminator Loss: 1.0599... Generator Loss: 1.7264
Epoch 1/1... Step 940 Discriminator Loss: 0.9134... Generator Loss: 1.2859
Epoch 1/1... Step 950 Discriminator Loss: 0.9916... Generator Loss: 1.5012
Epoch 1/1... Step 960 Discriminator Loss: 1.2665... Generator Loss: 0.8900
Epoch 1/1... Step 970 Discriminator Loss: 1.8702... Generator Loss: 0.5082
Epoch 1/1... Step 980 Discriminator Loss: 0.7274... Generator Loss: 1.9043
Epoch 1/1... Step 990 Discriminator Loss: 0.8207... Generator Loss: 1.6153
Epoch 1/1... Step 1000 Discriminator Loss: 0.9216... Generator Loss: 2.0684
Epoch 1/1... Step 1010 Discriminator Loss: 1.2020... Generator Loss: 2.8315
Epoch 1/1... Step 1020 Discriminator Loss: 1.0349... Generator Loss: 1.5188
Epoch 1/1... Step 1030 Discriminator Loss: 1.0311... Generator Loss: 0.9346
Epoch 1/1... Step 1040 Discriminator Loss: 0.9221... Generator Loss: 1.1897
Epoch 1/1... Step 1050 Discriminator Loss: 1.2944... Generator Loss: 1.8035
Epoch 1/1... Step 1060 Discriminator Loss: 0.8052... Generator Loss: 1.9778
Epoch 1/1... Step 1070 Discriminator Loss: 0.9149... Generator Loss: 1.2996
Epoch 1/1... Step 1080 Discriminator Loss: 1.8026... Generator Loss: 0.3212
Epoch 1/1... Step 1090 Discriminator Loss: 1.5764... Generator Loss: 0.4376
Epoch 1/1... Step 1100 Discriminator Loss: 0.9909... Generator Loss: 1.2410
Epoch 1/1... Step 1110 Discriminator Loss: 0.8857... Generator Loss: 1.5241
Epoch 1/1... Step 1120 Discriminator Loss: 1.4880... Generator Loss: 1.8371
Epoch 1/1... Step 1130 Discriminator Loss: 0.8714... Generator Loss: 1.4928
Epoch 1/1... Step 1140 Discriminator Loss: 0.9891... Generator Loss: 0.9206
Epoch 1/1... Step 1150 Discriminator Loss: 0.9387... Generator Loss: 1.7119
Epoch 1/1... Step 1160 Discriminator Loss: 0.7201... Generator Loss: 1.7093
Epoch 1/1... Step 1170 Discriminator Loss: 0.8124... Generator Loss: 1.1611
Epoch 1/1... Step 1180 Discriminator Loss: 1.1629... Generator Loss: 0.8635
Epoch 1/1... Step 1190 Discriminator Loss: 0.7889... Generator Loss: 1.5177
Epoch 1/1... Step 1200 Discriminator Loss: 1.0508... Generator Loss: 1.5613
Epoch 1/1... Step 1210 Discriminator Loss: 1.2888... Generator Loss: 0.8815
Epoch 1/1... Step 1220 Discriminator Loss: 0.9166... Generator Loss: 1.5111
Epoch 1/1... Step 1230 Discriminator Loss: 0.8929... Generator Loss: 1.0672
Epoch 1/1... Step 1240 Discriminator Loss: 0.5726... Generator Loss: 2.7357
Epoch 1/1... Step 1250 Discriminator Loss: 1.1709... Generator Loss: 0.9732
Epoch 1/1... Step 1260 Discriminator Loss: 0.8487... Generator Loss: 1.1819
Epoch 1/1... Step 1270 Discriminator Loss: 1.0666... Generator Loss: 0.9414
Epoch 1/1... Step 1280 Discriminator Loss: 1.0890... Generator Loss: 2.5855
Epoch 1/1... Step 1290 Discriminator Loss: 0.8825... Generator Loss: 1.5754
Epoch 1/1... Step 1300 Discriminator Loss: 0.8195... Generator Loss: 2.1399
Epoch 1/1... Step 1310 Discriminator Loss: 1.0129... Generator Loss: 1.6197
Epoch 1/1... Step 1320 Discriminator Loss: 1.0538... Generator Loss: 0.7972
Epoch 1/1... Step 1330 Discriminator Loss: 0.6749... Generator Loss: 1.7257
Epoch 1/1... Step 1340 Discriminator Loss: 1.2390... Generator Loss: 0.7900
Epoch 1/1... Step 1350 Discriminator Loss: 0.9340... Generator Loss: 1.1005
Epoch 1/1... Step 1360 Discriminator Loss: 1.0383... Generator Loss: 1.5398
Epoch 1/1... Step 1370 Discriminator Loss: 1.1666... Generator Loss: 1.1731
Epoch 1/1... Step 1380 Discriminator Loss: 0.8329... Generator Loss: 1.6220
Epoch 1/1... Step 1390 Discriminator Loss: 1.3377... Generator Loss: 0.6816
Epoch 1/1... Step 1400 Discriminator Loss: 0.9736... Generator Loss: 1.7232
Epoch 1/1... Step 1410 Discriminator Loss: 0.9983... Generator Loss: 1.6900
Epoch 1/1... Step 1420 Discriminator Loss: 0.8873... Generator Loss: 1.5680
Epoch 1/1... Step 1430 Discriminator Loss: 0.8284... Generator Loss: 1.6587
Epoch 1/1... Step 1440 Discriminator Loss: 0.9209... Generator Loss: 1.5846
Epoch 1/1... Step 1450 Discriminator Loss: 0.7178... Generator Loss: 1.5082
Epoch 1/1... Step 1460 Discriminator Loss: 1.0390... Generator Loss: 1.0491
Epoch 1/1... Step 1470 Discriminator Loss: 0.9830... Generator Loss: 2.4193
Epoch 1/1... Step 1480 Discriminator Loss: 0.7108... Generator Loss: 1.4933
Epoch 1/1... Step 1490 Discriminator Loss: 0.5880... Generator Loss: 1.6839
Epoch 1/1... Step 1500 Discriminator Loss: 1.1077... Generator Loss: 2.2461
Epoch 1/1... Step 1510 Discriminator Loss: 0.9278... Generator Loss: 1.0385
Epoch 1/1... Step 1520 Discriminator Loss: 0.8277... Generator Loss: 1.6465
Epoch 1/1... Step 1530 Discriminator Loss: 0.8620... Generator Loss: 1.2715
Epoch 1/1... Step 1540 Discriminator Loss: 0.8215... Generator Loss: 1.3928
Epoch 1/1... Step 1550 Discriminator Loss: 0.9235... Generator Loss: 2.4912
Epoch 1/1... Step 1560 Discriminator Loss: 1.0164... Generator Loss: 2.1962
Epoch 1/1... Step 1570 Discriminator Loss: 0.8540... Generator Loss: 1.5613
Epoch 1/1... Step 1580 Discriminator Loss: 0.9249... Generator Loss: 1.2516
Epoch 1/1... Step 1590 Discriminator Loss: 1.0386... Generator Loss: 0.8635
Epoch 1/1... Step 1600 Discriminator Loss: 1.1192... Generator Loss: 0.8850
Epoch 1/1... Step 1610 Discriminator Loss: 0.8158... Generator Loss: 1.4333
Epoch 1/1... Step 1620 Discriminator Loss: 1.2645... Generator Loss: 0.6255
Epoch 1/1... Step 1630 Discriminator Loss: 0.5644... Generator Loss: 1.9874
Epoch 1/1... Step 1640 Discriminator Loss: 1.2997... Generator Loss: 1.3804
Epoch 1/1... Step 1650 Discriminator Loss: 0.9203... Generator Loss: 1.0948
Epoch 1/1... Step 1660 Discriminator Loss: 1.1668... Generator Loss: 0.7418
Epoch 1/1... Step 1670 Discriminator Loss: 0.8818... Generator Loss: 2.8241
Epoch 1/1... Step 1680 Discriminator Loss: 0.9568... Generator Loss: 1.5195
Epoch 1/1... Step 1690 Discriminator Loss: 0.8868... Generator Loss: 2.2420
Epoch 1/1... Step 1700 Discriminator Loss: 1.0521... Generator Loss: 0.8836
Epoch 1/1... Step 1710 Discriminator Loss: 0.8415... Generator Loss: 1.8671
Epoch 1/1... Step 1720 Discriminator Loss: 0.7133... Generator Loss: 1.6540
Epoch 1/1... Step 1730 Discriminator Loss: 0.8695... Generator Loss: 1.3172
Epoch 1/1... Step 1740 Discriminator Loss: 1.2485... Generator Loss: 0.6694
Epoch 1/1... Step 1750 Discriminator Loss: 0.7715... Generator Loss: 1.7223
Epoch 1/1... Step 1760 Discriminator Loss: 1.1041... Generator Loss: 0.9755
Epoch 1/1... Step 1770 Discriminator Loss: 0.8512... Generator Loss: 2.3930
Epoch 1/1... Step 1780 Discriminator Loss: 1.0797... Generator Loss: 0.7646
Epoch 1/1... Step 1790 Discriminator Loss: 0.9219... Generator Loss: 2.3545
Epoch 1/1... Step 1800 Discriminator Loss: 0.9680... Generator Loss: 1.9134
Epoch 1/1... Step 1810 Discriminator Loss: 0.8610... Generator Loss: 1.1696
Epoch 1/1... Step 1820 Discriminator Loss: 1.0966... Generator Loss: 2.6323
Epoch 1/1... Step 1830 Discriminator Loss: 0.9546... Generator Loss: 1.2222
Epoch 1/1... Step 1840 Discriminator Loss: 1.0129... Generator Loss: 0.9272
Epoch 1/1... Step 1850 Discriminator Loss: 0.7578... Generator Loss: 1.8923
Epoch 1/1... Step 1860 Discriminator Loss: 0.8182... Generator Loss: 1.9063
Epoch 1/1... Step 1870 Discriminator Loss: 0.8660... Generator Loss: 1.3592
Epoch 1/1... Step 1880 Discriminator Loss: 0.8599... Generator Loss: 1.5423
Epoch 1/1... Step 1890 Discriminator Loss: 0.9213... Generator Loss: 1.0414
Epoch 1/1... Step 1900 Discriminator Loss: 0.6518... Generator Loss: 1.4894
Epoch 1/1... Step 1910 Discriminator Loss: 0.8819... Generator Loss: 1.5116
Epoch 1/1... Step 1920 Discriminator Loss: 0.9455... Generator Loss: 0.9813
Epoch 1/1... Step 1930 Discriminator Loss: 1.5790... Generator Loss: 2.4198
Epoch 1/1... Step 1940 Discriminator Loss: 1.0329... Generator Loss: 1.7182
Epoch 1/1... Step 1950 Discriminator Loss: 1.1630... Generator Loss: 0.8274
Epoch 1/1... Step 1960 Discriminator Loss: 1.1703... Generator Loss: 0.8384
Epoch 1/1... Step 1970 Discriminator Loss: 0.6645... Generator Loss: 1.6137
Epoch 1/1... Step 1980 Discriminator Loss: 1.0283... Generator Loss: 1.5702
Epoch 1/1... Step 1990 Discriminator Loss: 0.8234... Generator Loss: 1.1837
Epoch 1/1... Step 2000 Discriminator Loss: 0.8940... Generator Loss: 1.4739
Epoch 1/1... Step 2010 Discriminator Loss: 0.8360... Generator Loss: 1.3677
Epoch 1/1... Step 2020 Discriminator Loss: 1.2383... Generator Loss: 0.6973
Epoch 1/1... Step 2030 Discriminator Loss: 0.9518... Generator Loss: 1.7176
Epoch 1/1... Step 2040 Discriminator Loss: 0.7196... Generator Loss: 1.5993
Epoch 1/1... Step 2050 Discriminator Loss: 0.8669... Generator Loss: 2.0816
Epoch 1/1... Step 2060 Discriminator Loss: 0.9008... Generator Loss: 2.2324
Epoch 1/1... Step 2070 Discriminator Loss: 0.8667... Generator Loss: 1.5148
Epoch 1/1... Step 2080 Discriminator Loss: 0.8993... Generator Loss: 1.2915
Epoch 1/1... Step 2090 Discriminator Loss: 0.9782... Generator Loss: 1.0042
Epoch 1/1... Step 2100 Discriminator Loss: 0.9072... Generator Loss: 1.0396
Epoch 1/1... Step 2110 Discriminator Loss: 0.7432... Generator Loss: 1.4842
Epoch 1/1... Step 2120 Discriminator Loss: 1.0634... Generator Loss: 1.1133
Epoch 1/1... Step 2130 Discriminator Loss: 0.7867... Generator Loss: 1.5604
Epoch 1/1... Step 2140 Discriminator Loss: 0.8840... Generator Loss: 1.8271
Epoch 1/1... Step 2150 Discriminator Loss: 0.8862... Generator Loss: 1.3156
Epoch 1/1... Step 2160 Discriminator Loss: 0.9926... Generator Loss: 1.0420
Epoch 1/1... Step 2170 Discriminator Loss: 0.7721... Generator Loss: 1.4676
Epoch 1/1... Step 2180 Discriminator Loss: 0.9490... Generator Loss: 2.1190
Epoch 1/1... Step 2190 Discriminator Loss: 1.0941... Generator Loss: 0.7709
Epoch 1/1... Step 2200 Discriminator Loss: 0.9088... Generator Loss: 1.2408
Epoch 1/1... Step 2210 Discriminator Loss: 0.7644... Generator Loss: 1.3268
Epoch 1/1... Step 2220 Discriminator Loss: 1.0277... Generator Loss: 2.2079
Epoch 1/1... Step 2230 Discriminator Loss: 1.1544... Generator Loss: 0.7266
Epoch 1/1... Step 2240 Discriminator Loss: 0.8837... Generator Loss: 1.1354
Epoch 1/1... Step 2250 Discriminator Loss: 1.1496... Generator Loss: 0.7491
Epoch 1/1... Step 2260 Discriminator Loss: 0.9504... Generator Loss: 1.1540
Epoch 1/1... Step 2270 Discriminator Loss: 1.0244... Generator Loss: 0.8478
Epoch 1/1... Step 2280 Discriminator Loss: 0.8194... Generator Loss: 1.3016
Epoch 1/1... Step 2290 Discriminator Loss: 0.7525... Generator Loss: 1.6131
Epoch 1/1... Step 2300 Discriminator Loss: 1.0771... Generator Loss: 0.8842
Epoch 1/1... Step 2310 Discriminator Loss: 1.0009... Generator Loss: 2.0925
Epoch 1/1... Step 2320 Discriminator Loss: 0.9177... Generator Loss: 1.1965
Epoch 1/1... Step 2330 Discriminator Loss: 0.8553... Generator Loss: 1.2704
Epoch 1/1... Step 2340 Discriminator Loss: 0.9612... Generator Loss: 2.2861
Epoch 1/1... Step 2350 Discriminator Loss: 0.8159... Generator Loss: 1.4227
Epoch 1/1... Step 2360 Discriminator Loss: 1.0852... Generator Loss: 0.8161
Epoch 1/1... Step 2370 Discriminator Loss: 0.8841... Generator Loss: 1.3975
Epoch 1/1... Step 2380 Discriminator Loss: 0.8588... Generator Loss: 1.2785
Epoch 1/1... Step 2390 Discriminator Loss: 1.0702... Generator Loss: 1.0034
Epoch 1/1... Step 2400 Discriminator Loss: 0.8628... Generator Loss: 1.5205
Epoch 1/1... Step 2410 Discriminator Loss: 1.0057... Generator Loss: 0.9618
Epoch 1/1... Step 2420 Discriminator Loss: 0.7726... Generator Loss: 1.3765
Epoch 1/1... Step 2430 Discriminator Loss: 0.9090... Generator Loss: 1.1918
Epoch 1/1... Step 2440 Discriminator Loss: 1.1322... Generator Loss: 0.8342
Epoch 1/1... Step 2450 Discriminator Loss: 0.9894... Generator Loss: 1.0050
Epoch 1/1... Step 2460 Discriminator Loss: 1.0115... Generator Loss: 0.9325
Epoch 1/1... Step 2470 Discriminator Loss: 0.9762... Generator Loss: 1.0186
Epoch 1/1... Step 2480 Discriminator Loss: 0.7609... Generator Loss: 1.4645
Epoch 1/1... Step 2490 Discriminator Loss: 0.9123... Generator Loss: 1.2288
Epoch 1/1... Step 2500 Discriminator Loss: 1.0074... Generator Loss: 1.2989
Epoch 1/1... Step 2510 Discriminator Loss: 0.8089... Generator Loss: 1.5616
Epoch 1/1... Step 2520 Discriminator Loss: 0.9008... Generator Loss: 1.1517
Epoch 1/1... Step 2530 Discriminator Loss: 0.8586... Generator Loss: 1.5265
Epoch 1/1... Step 2540 Discriminator Loss: 1.0033... Generator Loss: 1.0072
Epoch 1/1... Step 2550 Discriminator Loss: 0.9639... Generator Loss: 1.5389
Epoch 1/1... Step 2560 Discriminator Loss: 0.8678... Generator Loss: 1.5027
Epoch 1/1... Step 2570 Discriminator Loss: 0.8192... Generator Loss: 1.8453
Epoch 1/1... Step 2580 Discriminator Loss: 0.8777... Generator Loss: 1.2655
Epoch 1/1... Step 2590 Discriminator Loss: 0.9097... Generator Loss: 1.3500
Epoch 1/1... Step 2600 Discriminator Loss: 0.9551... Generator Loss: 1.0019
Epoch 1/1... Step 2610 Discriminator Loss: 1.0910... Generator Loss: 0.9083
Epoch 1/1... Step 2620 Discriminator Loss: 0.8716... Generator Loss: 1.1882
Epoch 1/1... Step 2630 Discriminator Loss: 1.0055... Generator Loss: 2.0443
Epoch 1/1... Step 2640 Discriminator Loss: 0.8199... Generator Loss: 1.4327
Epoch 1/1... Step 2650 Discriminator Loss: 0.9349... Generator Loss: 1.0507
Epoch 1/1... Step 2660 Discriminator Loss: 0.7082... Generator Loss: 1.9179
Epoch 1/1... Step 2670 Discriminator Loss: 1.2757... Generator Loss: 2.1766
Epoch 1/1... Step 2680 Discriminator Loss: 0.8837... Generator Loss: 1.4105
Epoch 1/1... Step 2690 Discriminator Loss: 0.8899... Generator Loss: 1.3205
Epoch 1/1... Step 2700 Discriminator Loss: 0.9926... Generator Loss: 2.3370
Epoch 1/1... Step 2710 Discriminator Loss: 0.7279... Generator Loss: 1.5928
Epoch 1/1... Step 2720 Discriminator Loss: 1.0326... Generator Loss: 0.8746
Epoch 1/1... Step 2730 Discriminator Loss: 1.0537... Generator Loss: 0.8509
Epoch 1/1... Step 2740 Discriminator Loss: 0.9020... Generator Loss: 1.3487
Epoch 1/1... Step 2750 Discriminator Loss: 0.8929... Generator Loss: 1.4513
Epoch 1/1... Step 2760 Discriminator Loss: 0.8725... Generator Loss: 1.5736
Epoch 1/1... Step 2770 Discriminator Loss: 1.0051... Generator Loss: 1.0799
Epoch 1/1... Step 2780 Discriminator Loss: 1.4759... Generator Loss: 0.5295
Epoch 1/1... Step 2790 Discriminator Loss: 1.0031... Generator Loss: 1.5916
Epoch 1/1... Step 2800 Discriminator Loss: 1.1188... Generator Loss: 0.8102
Epoch 1/1... Step 2810 Discriminator Loss: 1.0642... Generator Loss: 0.9996
Epoch 1/1... Step 2820 Discriminator Loss: 1.1244... Generator Loss: 0.7861
Epoch 1/1... Step 2830 Discriminator Loss: 0.9307... Generator Loss: 1.1137
Epoch 1/1... Step 2840 Discriminator Loss: 1.0267... Generator Loss: 0.9641
Epoch 1/1... Step 2850 Discriminator Loss: 1.1267... Generator Loss: 2.5447
Epoch 1/1... Step 2860 Discriminator Loss: 0.8802... Generator Loss: 1.7931
Epoch 1/1... Step 2870 Discriminator Loss: 0.8654... Generator Loss: 1.6784
Epoch 1/1... Step 2880 Discriminator Loss: 0.8863... Generator Loss: 1.0823
Epoch 1/1... Step 2890 Discriminator Loss: 1.0089... Generator Loss: 0.9586
Epoch 1/1... Step 2900 Discriminator Loss: 0.8060... Generator Loss: 1.4766
Epoch 1/1... Step 2910 Discriminator Loss: 0.7679... Generator Loss: 1.5484
Epoch 1/1... Step 2920 Discriminator Loss: 1.0315... Generator Loss: 0.9132
Epoch 1/1... Step 2930 Discriminator Loss: 0.9802... Generator Loss: 0.8618
Epoch 1/1... Step 2940 Discriminator Loss: 0.8384... Generator Loss: 1.3879
Epoch 1/1... Step 2950 Discriminator Loss: 0.8328... Generator Loss: 1.2837
Epoch 1/1... Step 2960 Discriminator Loss: 0.8829... Generator Loss: 1.2627
Epoch 1/1... Step 2970 Discriminator Loss: 1.0220... Generator Loss: 1.4301
Epoch 1/1... Step 2980 Discriminator Loss: 0.9022... Generator Loss: 1.2537
Epoch 1/1... Step 2990 Discriminator Loss: 0.9041... Generator Loss: 1.2409
Epoch 1/1... Step 3000 Discriminator Loss: 0.9778... Generator Loss: 0.9268
Epoch 1/1... Step 3010 Discriminator Loss: 0.9988... Generator Loss: 0.9419
Epoch 1/1... Step 3020 Discriminator Loss: 0.8561... Generator Loss: 1.6688
Epoch 1/1... Step 3030 Discriminator Loss: 0.9837... Generator Loss: 1.0932
Epoch 1/1... Step 3040 Discriminator Loss: 0.9264... Generator Loss: 1.3861
Epoch 1/1... Step 3050 Discriminator Loss: 0.9825... Generator Loss: 1.3939
Epoch 1/1... Step 3060 Discriminator Loss: 0.9595... Generator Loss: 1.4229
Epoch 1/1... Step 3070 Discriminator Loss: 0.8159... Generator Loss: 1.4199
Epoch 1/1... Step 3080 Discriminator Loss: 1.0684... Generator Loss: 0.8350
Epoch 1/1... Step 3090 Discriminator Loss: 0.8748... Generator Loss: 1.8492
Epoch 1/1... Step 3100 Discriminator Loss: 0.8479... Generator Loss: 1.2531
Epoch 1/1... Step 3110 Discriminator Loss: 1.3279... Generator Loss: 0.6848
Epoch 1/1... Step 3120 Discriminator Loss: 1.1467... Generator Loss: 0.7354
Epoch 1/1... Step 3130 Discriminator Loss: 1.1919... Generator Loss: 0.8206
Epoch 1/1... Step 3140 Discriminator Loss: 0.7917... Generator Loss: 1.3677
Epoch 1/1... Step 3150 Discriminator Loss: 1.0016... Generator Loss: 0.9947
Epoch 1/1... Step 3160 Discriminator Loss: 0.9095... Generator Loss: 1.0168
Epoch 1/1... Step 3170 Discriminator Loss: 1.1041... Generator Loss: 0.7758
Epoch 1/1... Step 3180 Discriminator Loss: 0.7966... Generator Loss: 1.4650
Epoch 1/1... Step 3190 Discriminator Loss: 0.9890... Generator Loss: 0.9556
Epoch 1/1... Step 3200 Discriminator Loss: 1.1001... Generator Loss: 1.6176
Epoch 1/1... Step 3210 Discriminator Loss: 0.8472... Generator Loss: 1.2815
Epoch 1/1... Step 3220 Discriminator Loss: 0.8343... Generator Loss: 1.6839
Epoch 1/1... Step 3230 Discriminator Loss: 0.7579... Generator Loss: 1.6903
Epoch 1/1... Step 3240 Discriminator Loss: 0.7918... Generator Loss: 1.2455
Epoch 1/1... Step 3250 Discriminator Loss: 0.8651... Generator Loss: 1.4168
Epoch 1/1... Step 3260 Discriminator Loss: 0.9478... Generator Loss: 1.0355
Epoch 1/1... Step 3270 Discriminator Loss: 0.8688... Generator Loss: 1.2985
Epoch 1/1... Step 3280 Discriminator Loss: 1.0912... Generator Loss: 0.8995
Epoch 1/1... Step 3290 Discriminator Loss: 1.0654... Generator Loss: 0.8475
Epoch 1/1... Step 3300 Discriminator Loss: 1.1700... Generator Loss: 0.7537
Epoch 1/1... Step 3310 Discriminator Loss: 0.9383... Generator Loss: 1.2016
Epoch 1/1... Step 3320 Discriminator Loss: 1.0226... Generator Loss: 0.9453
Epoch 1/1... Step 3330 Discriminator Loss: 0.7310... Generator Loss: 1.5933
Epoch 1/1... Step 3340 Discriminator Loss: 0.9066... Generator Loss: 1.3504
Epoch 1/1... Step 3350 Discriminator Loss: 0.8557... Generator Loss: 1.8708
Epoch 1/1... Step 3360 Discriminator Loss: 0.8476... Generator Loss: 1.3788
Epoch 1/1... Step 3370 Discriminator Loss: 0.9883... Generator Loss: 0.9548
Epoch 1/1... Step 3380 Discriminator Loss: 1.1344... Generator Loss: 0.7371
Epoch 1/1... Step 3390 Discriminator Loss: 0.8905... Generator Loss: 1.2485
Epoch 1/1... Step 3400 Discriminator Loss: 1.1298... Generator Loss: 0.7509
Epoch 1/1... Step 3410 Discriminator Loss: 0.8569... Generator Loss: 1.4779
Epoch 1/1... Step 3420 Discriminator Loss: 1.1683... Generator Loss: 0.8980
Epoch 1/1... Step 3430 Discriminator Loss: 0.9001... Generator Loss: 1.3223
Epoch 1/1... Step 3440 Discriminator Loss: 1.1955... Generator Loss: 0.6525
Epoch 1/1... Step 3450 Discriminator Loss: 0.9020... Generator Loss: 1.2521
Epoch 1/1... Step 3460 Discriminator Loss: 0.9666... Generator Loss: 0.8969
Epoch 1/1... Step 3470 Discriminator Loss: 0.7835... Generator Loss: 1.5288
Epoch 1/1... Step 3480 Discriminator Loss: 1.1637... Generator Loss: 0.7147
Epoch 1/1... Step 3490 Discriminator Loss: 1.1218... Generator Loss: 0.8457
Epoch 1/1... Step 3500 Discriminator Loss: 1.0385... Generator Loss: 0.8594
Epoch 1/1... Step 3510 Discriminator Loss: 0.9893... Generator Loss: 1.6058
Epoch 1/1... Step 3520 Discriminator Loss: 0.8668... Generator Loss: 1.3512
Epoch 1/1... Step 3530 Discriminator Loss: 0.9183... Generator Loss: 0.9852
Epoch 1/1... Step 3540 Discriminator Loss: 0.8875... Generator Loss: 1.1393
Epoch 1/1... Step 3550 Discriminator Loss: 0.9061... Generator Loss: 1.0927
Epoch 1/1... Step 3560 Discriminator Loss: 1.0166... Generator Loss: 1.4172
Epoch 1/1... Step 3570 Discriminator Loss: 0.8222... Generator Loss: 1.8954
Epoch 1/1... Step 3580 Discriminator Loss: 1.2065... Generator Loss: 0.6711
Epoch 1/1... Step 3590 Discriminator Loss: 0.8311... Generator Loss: 1.3370
Epoch 1/1... Step 3600 Discriminator Loss: 0.8186... Generator Loss: 1.5804
Epoch 1/1... Step 3610 Discriminator Loss: 0.8107... Generator Loss: 1.2740
Epoch 1/1... Step 3620 Discriminator Loss: 0.9601... Generator Loss: 1.0461
Epoch 1/1... Step 3630 Discriminator Loss: 0.9081... Generator Loss: 1.1866
Epoch 1/1... Step 3640 Discriminator Loss: 1.1693... Generator Loss: 2.3062
Epoch 1/1... Step 3650 Discriminator Loss: 0.9175... Generator Loss: 1.0250
Epoch 1/1... Step 3660 Discriminator Loss: 0.8266... Generator Loss: 1.2942
Epoch 1/1... Step 3670 Discriminator Loss: 0.8494... Generator Loss: 1.2028
Epoch 1/1... Step 3680 Discriminator Loss: 0.8772... Generator Loss: 1.1005
Epoch 1/1... Step 3690 Discriminator Loss: 1.1429... Generator Loss: 0.7172
Epoch 1/1... Step 3700 Discriminator Loss: 0.9625... Generator Loss: 1.3314
Epoch 1/1... Step 3710 Discriminator Loss: 1.0304... Generator Loss: 0.9402
Epoch 1/1... Step 3720 Discriminator Loss: 0.7877... Generator Loss: 1.6427
Epoch 1/1... Step 3730 Discriminator Loss: 0.8285... Generator Loss: 1.8375
Epoch 1/1... Step 3740 Discriminator Loss: 0.9923... Generator Loss: 1.7565
Epoch 1/1... Step 3750 Discriminator Loss: 0.7925... Generator Loss: 1.2944
Epoch 1/1... Step 3760 Discriminator Loss: 1.0050... Generator Loss: 1.4606
Epoch 1/1... Step 3770 Discriminator Loss: 0.7845... Generator Loss: 1.3505
Epoch 1/1... Step 3780 Discriminator Loss: 0.9028... Generator Loss: 1.1903
Epoch 1/1... Step 3790 Discriminator Loss: 1.2270... Generator Loss: 0.6701
Epoch 1/1... Step 3800 Discriminator Loss: 0.8367... Generator Loss: 1.3718
Epoch 1/1... Step 3810 Discriminator Loss: 0.8149... Generator Loss: 1.4509
Epoch 1/1... Step 3820 Discriminator Loss: 0.9502... Generator Loss: 1.5462
Epoch 1/1... Step 3830 Discriminator Loss: 0.8324... Generator Loss: 1.2299
Epoch 1/1... Step 3840 Discriminator Loss: 1.0250... Generator Loss: 1.3549
Epoch 1/1... Step 3850 Discriminator Loss: 0.8532... Generator Loss: 1.2317
Epoch 1/1... Step 3860 Discriminator Loss: 1.1580... Generator Loss: 0.7915
Epoch 1/1... Step 3870 Discriminator Loss: 0.9820... Generator Loss: 1.1228
Epoch 1/1... Step 3880 Discriminator Loss: 1.1196... Generator Loss: 0.7663
Epoch 1/1... Step 3890 Discriminator Loss: 0.7494... Generator Loss: 1.6244
Epoch 1/1... Step 3900 Discriminator Loss: 0.7835... Generator Loss: 1.1811
Epoch 1/1... Step 3910 Discriminator Loss: 1.0684... Generator Loss: 2.1301
Epoch 1/1... Step 3920 Discriminator Loss: 0.9694... Generator Loss: 1.1273
Epoch 1/1... Step 3930 Discriminator Loss: 0.8720... Generator Loss: 1.2107
Epoch 1/1... Step 3940 Discriminator Loss: 0.9415... Generator Loss: 1.1329
Epoch 1/1... Step 3950 Discriminator Loss: 0.9228... Generator Loss: 1.0836
Epoch 1/1... Step 3960 Discriminator Loss: 0.9188... Generator Loss: 1.1801
Epoch 1/1... Step 3970 Discriminator Loss: 0.8665... Generator Loss: 1.0361
Epoch 1/1... Step 3980 Discriminator Loss: 0.9429... Generator Loss: 1.0238
Epoch 1/1... Step 3990 Discriminator Loss: 1.2354... Generator Loss: 0.8498
Epoch 1/1... Step 4000 Discriminator Loss: 0.8276... Generator Loss: 1.9272
Epoch 1/1... Step 4010 Discriminator Loss: 0.9065... Generator Loss: 1.3427
Epoch 1/1... Step 4020 Discriminator Loss: 1.1120... Generator Loss: 0.9479
Epoch 1/1... Step 4030 Discriminator Loss: 1.0918... Generator Loss: 0.7504
Epoch 1/1... Step 4040 Discriminator Loss: 0.9506... Generator Loss: 1.0606
Epoch 1/1... Step 4050 Discriminator Loss: 0.9673... Generator Loss: 0.8945
Epoch 1/1... Step 4060 Discriminator Loss: 0.8554... Generator Loss: 1.0961
Epoch 1/1... Step 4070 Discriminator Loss: 1.0062... Generator Loss: 1.0168
Epoch 1/1... Step 4080 Discriminator Loss: 0.7961... Generator Loss: 1.4328
Epoch 1/1... Step 4090 Discriminator Loss: 0.9596... Generator Loss: 1.7043
Epoch 1/1... Step 4100 Discriminator Loss: 0.8869... Generator Loss: 1.6405
Epoch 1/1... Step 4110 Discriminator Loss: 0.9549... Generator Loss: 1.0433
Epoch 1/1... Step 4120 Discriminator Loss: 0.9398... Generator Loss: 1.8550
Epoch 1/1... Step 4130 Discriminator Loss: 1.1099... Generator Loss: 0.7962
Epoch 1/1... Step 4140 Discriminator Loss: 0.7675... Generator Loss: 1.4028
Epoch 1/1... Step 4150 Discriminator Loss: 1.0607... Generator Loss: 0.7933
Epoch 1/1... Step 4160 Discriminator Loss: 0.8681... Generator Loss: 1.1543
Epoch 1/1... Step 4170 Discriminator Loss: 0.9120... Generator Loss: 1.0516
Epoch 1/1... Step 4180 Discriminator Loss: 1.0327... Generator Loss: 1.0222
Epoch 1/1... Step 4190 Discriminator Loss: 0.8061... Generator Loss: 1.6043
Epoch 1/1... Step 4200 Discriminator Loss: 0.8407... Generator Loss: 1.3841
Epoch 1/1... Step 4210 Discriminator Loss: 1.2420... Generator Loss: 0.6971
Epoch 1/1... Step 4220 Discriminator Loss: 0.9039... Generator Loss: 1.1181
Epoch 1/1... Step 4230 Discriminator Loss: 0.8136... Generator Loss: 1.3801
Epoch 1/1... Step 4240 Discriminator Loss: 0.8247... Generator Loss: 1.1466
Epoch 1/1... Step 4250 Discriminator Loss: 0.9714... Generator Loss: 0.9975
Epoch 1/1... Step 4260 Discriminator Loss: 0.9040... Generator Loss: 1.5095
Epoch 1/1... Step 4270 Discriminator Loss: 0.9631... Generator Loss: 2.2026
Epoch 1/1... Step 4280 Discriminator Loss: 0.8658... Generator Loss: 1.2083
Epoch 1/1... Step 4290 Discriminator Loss: 0.8913... Generator Loss: 1.5847
Epoch 1/1... Step 4300 Discriminator Loss: 0.9063... Generator Loss: 1.1893
Epoch 1/1... Step 4310 Discriminator Loss: 0.9298... Generator Loss: 1.0644
Epoch 1/1... Step 4320 Discriminator Loss: 0.9007... Generator Loss: 1.3436
Epoch 1/1... Step 4330 Discriminator Loss: 0.9031... Generator Loss: 1.8617
Epoch 1/1... Step 4340 Discriminator Loss: 0.9608... Generator Loss: 0.9341
Epoch 1/1... Step 4350 Discriminator Loss: 1.2860... Generator Loss: 0.6928
Epoch 1/1... Step 4360 Discriminator Loss: 0.9778... Generator Loss: 1.0839
Epoch 1/1... Step 4370 Discriminator Loss: 1.0162... Generator Loss: 1.3240
Epoch 1/1... Step 4380 Discriminator Loss: 0.9907... Generator Loss: 0.9723
Epoch 1/1... Step 4390 Discriminator Loss: 0.9603... Generator Loss: 0.9901
Epoch 1/1... Step 4400 Discriminator Loss: 1.0813... Generator Loss: 0.8362
Epoch 1/1... Step 4410 Discriminator Loss: 0.9046... Generator Loss: 1.4924
Epoch 1/1... Step 4420 Discriminator Loss: 0.7849... Generator Loss: 1.6019
Epoch 1/1... Step 4430 Discriminator Loss: 1.0126... Generator Loss: 0.9375
Epoch 1/1... Step 4440 Discriminator Loss: 0.9667... Generator Loss: 1.0950
Epoch 1/1... Step 4450 Discriminator Loss: 0.8941... Generator Loss: 1.1083
Epoch 1/1... Step 4460 Discriminator Loss: 1.1957... Generator Loss: 0.7261
Epoch 1/1... Step 4470 Discriminator Loss: 0.8912... Generator Loss: 1.2232
Epoch 1/1... Step 4480 Discriminator Loss: 1.0484... Generator Loss: 0.8920
Epoch 1/1... Step 4490 Discriminator Loss: 0.8528... Generator Loss: 1.1214
Epoch 1/1... Step 4500 Discriminator Loss: 1.0311... Generator Loss: 0.9169
Epoch 1/1... Step 4510 Discriminator Loss: 0.8679... Generator Loss: 2.2993
Epoch 1/1... Step 4520 Discriminator Loss: 0.9590... Generator Loss: 1.1628
Epoch 1/1... Step 4530 Discriminator Loss: 0.7778... Generator Loss: 1.4250
Epoch 1/1... Step 4540 Discriminator Loss: 0.8856... Generator Loss: 1.4146
Epoch 1/1... Step 4550 Discriminator Loss: 0.8731... Generator Loss: 1.1755
Epoch 1/1... Step 4560 Discriminator Loss: 1.0976... Generator Loss: 0.8847
Epoch 1/1... Step 4570 Discriminator Loss: 0.7965... Generator Loss: 1.2274
Epoch 1/1... Step 4580 Discriminator Loss: 0.7616... Generator Loss: 1.8867
Epoch 1/1... Step 4590 Discriminator Loss: 0.7582... Generator Loss: 1.4718
Epoch 1/1... Step 4600 Discriminator Loss: 0.6083... Generator Loss: 2.2491
Epoch 1/1... Step 4610 Discriminator Loss: 0.7670... Generator Loss: 1.8724
Epoch 1/1... Step 4620 Discriminator Loss: 0.6356... Generator Loss: 1.5028
Epoch 1/1... Step 4630 Discriminator Loss: 0.9412... Generator Loss: 1.0794
Epoch 1/1... Step 4640 Discriminator Loss: 0.8857... Generator Loss: 1.4497
Epoch 1/1... Step 4650 Discriminator Loss: 0.9770... Generator Loss: 1.1243
Epoch 1/1... Step 4660 Discriminator Loss: 0.9257... Generator Loss: 0.9929
Epoch 1/1... Step 4670 Discriminator Loss: 0.8361... Generator Loss: 1.3450
Epoch 1/1... Step 4680 Discriminator Loss: 0.9887... Generator Loss: 1.1421
Epoch 1/1... Step 4690 Discriminator Loss: 1.5751... Generator Loss: 0.4208
Epoch 1/1... Step 4700 Discriminator Loss: 1.3116... Generator Loss: 0.5637
Epoch 1/1... Step 4710 Discriminator Loss: 0.8930... Generator Loss: 1.2292
Epoch 1/1... Step 4720 Discriminator Loss: 0.7392... Generator Loss: 1.6157
Epoch 1/1... Step 4730 Discriminator Loss: 0.9690... Generator Loss: 1.0703
Epoch 1/1... Step 4740 Discriminator Loss: 0.8483... Generator Loss: 1.4510
Epoch 1/1... Step 4750 Discriminator Loss: 0.9697... Generator Loss: 0.8855
Epoch 1/1... Step 4760 Discriminator Loss: 0.6331... Generator Loss: 1.9814
Epoch 1/1... Step 4770 Discriminator Loss: 1.0118... Generator Loss: 0.9074
Epoch 1/1... Step 4780 Discriminator Loss: 0.8316... Generator Loss: 2.0361
Epoch 1/1... Step 4790 Discriminator Loss: 0.8079... Generator Loss: 1.5729
Epoch 1/1... Step 4800 Discriminator Loss: 1.1831... Generator Loss: 0.7444
Epoch 1/1... Step 4810 Discriminator Loss: 0.7532... Generator Loss: 1.3245
Epoch 1/1... Step 4820 Discriminator Loss: 1.2160... Generator Loss: 0.7201
Epoch 1/1... Step 4830 Discriminator Loss: 0.7749... Generator Loss: 1.3939
Epoch 1/1... Step 4840 Discriminator Loss: 1.0601... Generator Loss: 0.8397
Epoch 1/1... Step 4850 Discriminator Loss: 0.7448... Generator Loss: 1.7668
Epoch 1/1... Step 4860 Discriminator Loss: 1.1415... Generator Loss: 0.8514
Epoch 1/1... Step 4870 Discriminator Loss: 0.8768... Generator Loss: 1.4149
Epoch 1/1... Step 4880 Discriminator Loss: 0.7668... Generator Loss: 1.2073
Epoch 1/1... Step 4890 Discriminator Loss: 0.8566... Generator Loss: 1.2788
Epoch 1/1... Step 4900 Discriminator Loss: 0.8346... Generator Loss: 2.1347
Epoch 1/1... Step 4910 Discriminator Loss: 1.0199... Generator Loss: 1.2784
Epoch 1/1... Step 4920 Discriminator Loss: 1.0980... Generator Loss: 1.0709
Epoch 1/1... Step 4930 Discriminator Loss: 0.7982... Generator Loss: 1.5215
Epoch 1/1... Step 4940 Discriminator Loss: 1.0451... Generator Loss: 1.1112
Epoch 1/1... Step 4950 Discriminator Loss: 1.0796... Generator Loss: 0.7563
Epoch 1/1... Step 4960 Discriminator Loss: 0.9943... Generator Loss: 0.8919
Epoch 1/1... Step 4970 Discriminator Loss: 1.0322... Generator Loss: 0.9764
Epoch 1/1... Step 4980 Discriminator Loss: 0.7129... Generator Loss: 1.4875
Epoch 1/1... Step 4990 Discriminator Loss: 0.7177... Generator Loss: 1.6987
Epoch 1/1... Step 5000 Discriminator Loss: 0.8648... Generator Loss: 1.2282
Epoch 1/1... Step 5010 Discriminator Loss: 0.9212... Generator Loss: 1.2771
Epoch 1/1... Step 5020 Discriminator Loss: 1.2082... Generator Loss: 0.6411
Epoch 1/1... Step 5030 Discriminator Loss: 1.3548... Generator Loss: 0.5179
Epoch 1/1... Step 5040 Discriminator Loss: 0.8090... Generator Loss: 1.6189
Epoch 1/1... Step 5050 Discriminator Loss: 0.8349... Generator Loss: 1.1997
Epoch 1/1... Step 5060 Discriminator Loss: 0.8534... Generator Loss: 1.1829
Epoch 1/1... Step 5070 Discriminator Loss: 0.7275... Generator Loss: 1.7816
Epoch 1/1... Step 5080 Discriminator Loss: 0.7642... Generator Loss: 1.4380
Epoch 1/1... Step 5090 Discriminator Loss: 1.1693... Generator Loss: 0.7681
Epoch 1/1... Step 5100 Discriminator Loss: 0.9465... Generator Loss: 1.0761
Epoch 1/1... Step 5110 Discriminator Loss: 1.0981... Generator Loss: 0.7868
Epoch 1/1... Step 5120 Discriminator Loss: 0.9646... Generator Loss: 1.1222
Epoch 1/1... Step 5130 Discriminator Loss: 1.1437... Generator Loss: 0.7527
Epoch 1/1... Step 5140 Discriminator Loss: 1.1899... Generator Loss: 0.7683
Epoch 1/1... Step 5150 Discriminator Loss: 0.8730... Generator Loss: 1.1851
Epoch 1/1... Step 5160 Discriminator Loss: 0.7982... Generator Loss: 1.3640
Epoch 1/1... Step 5170 Discriminator Loss: 0.6423... Generator Loss: 1.8647
Epoch 1/1... Step 5180 Discriminator Loss: 0.8031... Generator Loss: 1.3363
Epoch 1/1... Step 5190 Discriminator Loss: 0.8881... Generator Loss: 1.3532
Epoch 1/1... Step 5200 Discriminator Loss: 0.9360... Generator Loss: 1.1506
Epoch 1/1... Step 5210 Discriminator Loss: 0.7407... Generator Loss: 1.3919
Epoch 1/1... Step 5220 Discriminator Loss: 0.7998... Generator Loss: 1.2297
Epoch 1/1... Step 5230 Discriminator Loss: 1.3745... Generator Loss: 0.5412
Epoch 1/1... Step 5240 Discriminator Loss: 0.9035... Generator Loss: 1.0821
Epoch 1/1... Step 5250 Discriminator Loss: 0.8507... Generator Loss: 1.5881
Epoch 1/1... Step 5260 Discriminator Loss: 1.4089... Generator Loss: 0.5182
Epoch 1/1... Step 5270 Discriminator Loss: 0.7168... Generator Loss: 1.4817
Epoch 1/1... Step 5280 Discriminator Loss: 0.8270... Generator Loss: 1.2739
Epoch 1/1... Step 5290 Discriminator Loss: 1.0103... Generator Loss: 0.9304
Epoch 1/1... Step 5300 Discriminator Loss: 0.9215... Generator Loss: 1.1027
Epoch 1/1... Step 5310 Discriminator Loss: 0.9024... Generator Loss: 1.5437
Epoch 1/1... Step 5320 Discriminator Loss: 0.7127... Generator Loss: 1.4973
Epoch 1/1... Step 5330 Discriminator Loss: 0.8691... Generator Loss: 1.5599
Epoch 1/1... Step 5340 Discriminator Loss: 1.1379... Generator Loss: 0.7272
Epoch 1/1... Step 5350 Discriminator Loss: 0.8871... Generator Loss: 1.1636
Epoch 1/1... Step 5360 Discriminator Loss: 0.8654... Generator Loss: 1.1872
Epoch 1/1... Step 5370 Discriminator Loss: 0.7758... Generator Loss: 1.6930
Epoch 1/1... Step 5380 Discriminator Loss: 0.7295... Generator Loss: 1.6141
Epoch 1/1... Step 5390 Discriminator Loss: 0.7212... Generator Loss: 1.5690
Epoch 1/1... Step 5400 Discriminator Loss: 0.8433... Generator Loss: 1.1784
Epoch 1/1... Step 5410 Discriminator Loss: 1.4214... Generator Loss: 0.6157
Epoch 1/1... Step 5420 Discriminator Loss: 0.7598... Generator Loss: 1.8903
Epoch 1/1... Step 5430 Discriminator Loss: 1.1632... Generator Loss: 1.6229
Epoch 1/1... Step 5440 Discriminator Loss: 0.9908... Generator Loss: 1.0366
Epoch 1/1... Step 5450 Discriminator Loss: 0.8777... Generator Loss: 1.1715
Epoch 1/1... Step 5460 Discriminator Loss: 0.8045... Generator Loss: 1.4029
Epoch 1/1... Step 5470 Discriminator Loss: 0.9584... Generator Loss: 1.3810
Epoch 1/1... Step 5480 Discriminator Loss: 1.0008... Generator Loss: 0.9076
Epoch 1/1... Step 5490 Discriminator Loss: 0.7885... Generator Loss: 1.6747
Epoch 1/1... Step 5500 Discriminator Loss: 0.8280... Generator Loss: 1.4155
Epoch 1/1... Step 5510 Discriminator Loss: 1.1201... Generator Loss: 0.8156
Epoch 1/1... Step 5520 Discriminator Loss: 0.8289... Generator Loss: 1.5046
Epoch 1/1... Step 5530 Discriminator Loss: 0.8334... Generator Loss: 1.2444
Epoch 1/1... Step 5540 Discriminator Loss: 0.7629... Generator Loss: 1.6339
Epoch 1/1... Step 5550 Discriminator Loss: 0.9774... Generator Loss: 0.9289
Epoch 1/1... Step 5560 Discriminator Loss: 1.2744... Generator Loss: 0.6420
Epoch 1/1... Step 5570 Discriminator Loss: 0.8481... Generator Loss: 1.7808
Epoch 1/1... Step 5580 Discriminator Loss: 0.8663... Generator Loss: 1.2712
Epoch 1/1... Step 5590 Discriminator Loss: 0.9538... Generator Loss: 0.9688
Epoch 1/1... Step 5600 Discriminator Loss: 0.8089... Generator Loss: 1.2644
Epoch 1/1... Step 5610 Discriminator Loss: 0.8446... Generator Loss: 1.0768
Epoch 1/1... Step 5620 Discriminator Loss: 1.0482... Generator Loss: 0.8495
Epoch 1/1... Step 5630 Discriminator Loss: 0.9826... Generator Loss: 1.1470
Epoch 1/1... Step 5640 Discriminator Loss: 0.7226... Generator Loss: 1.7228
Epoch 1/1... Step 5650 Discriminator Loss: 1.0877... Generator Loss: 0.8202
Epoch 1/1... Step 5660 Discriminator Loss: 1.0342... Generator Loss: 0.8173
Epoch 1/1... Step 5670 Discriminator Loss: 0.9762... Generator Loss: 1.0697
Epoch 1/1... Step 5680 Discriminator Loss: 0.7762... Generator Loss: 1.4899
Epoch 1/1... Step 5690 Discriminator Loss: 1.0238... Generator Loss: 0.9474
Epoch 1/1... Step 5700 Discriminator Loss: 0.7221... Generator Loss: 1.3808
Epoch 1/1... Step 5710 Discriminator Loss: 0.8603... Generator Loss: 1.3359
Epoch 1/1... Step 5720 Discriminator Loss: 0.7921... Generator Loss: 1.5598
Epoch 1/1... Step 5730 Discriminator Loss: 1.0094... Generator Loss: 0.9095
Epoch 1/1... Step 5740 Discriminator Loss: 0.8659... Generator Loss: 1.1309
Epoch 1/1... Step 5750 Discriminator Loss: 1.0517... Generator Loss: 0.7852
Epoch 1/1... Step 5760 Discriminator Loss: 1.1268... Generator Loss: 0.7851
Epoch 1/1... Step 5770 Discriminator Loss: 0.7816... Generator Loss: 1.4944
Epoch 1/1... Step 5780 Discriminator Loss: 0.7920... Generator Loss: 1.3430
Epoch 1/1... Step 5790 Discriminator Loss: 0.8239... Generator Loss: 1.1346
Epoch 1/1... Step 5800 Discriminator Loss: 1.0705... Generator Loss: 0.7964
Epoch 1/1... Step 5810 Discriminator Loss: 0.9400... Generator Loss: 1.1115
Epoch 1/1... Step 5820 Discriminator Loss: 0.9011... Generator Loss: 1.3747
Epoch 1/1... Step 5830 Discriminator Loss: 0.8014... Generator Loss: 1.3064
Epoch 1/1... Step 5840 Discriminator Loss: 0.6643... Generator Loss: 1.7356
Epoch 1/1... Step 5850 Discriminator Loss: 0.8046... Generator Loss: 1.4110
Epoch 1/1... Step 5860 Discriminator Loss: 0.9985... Generator Loss: 1.3419
Epoch 1/1... Step 5870 Discriminator Loss: 0.9622... Generator Loss: 1.0739
Epoch 1/1... Step 5880 Discriminator Loss: 0.9865... Generator Loss: 0.9576
Epoch 1/1... Step 5890 Discriminator Loss: 1.0119... Generator Loss: 0.8604
Epoch 1/1... Step 5900 Discriminator Loss: 0.7999... Generator Loss: 2.2472
Epoch 1/1... Step 5910 Discriminator Loss: 0.7241... Generator Loss: 1.4671
Epoch 1/1... Step 5920 Discriminator Loss: 0.8283... Generator Loss: 1.3432
Epoch 1/1... Step 5930 Discriminator Loss: 0.8769... Generator Loss: 1.1354
Epoch 1/1... Step 5940 Discriminator Loss: 0.9037... Generator Loss: 1.9338
Epoch 1/1... Step 5950 Discriminator Loss: 1.1895... Generator Loss: 0.8291
Epoch 1/1... Step 5960 Discriminator Loss: 1.0312... Generator Loss: 0.9960
Epoch 1/1... Step 5970 Discriminator Loss: 0.7672... Generator Loss: 1.6936
Epoch 1/1... Step 5980 Discriminator Loss: 0.8583... Generator Loss: 1.3603
Epoch 1/1... Step 5990 Discriminator Loss: 0.8616... Generator Loss: 1.0722
Epoch 1/1... Step 6000 Discriminator Loss: 0.9414... Generator Loss: 0.9441
Epoch 1/1... Step 6010 Discriminator Loss: 0.9236... Generator Loss: 1.1228
Epoch 1/1... Step 6020 Discriminator Loss: 0.8507... Generator Loss: 1.2296
Epoch 1/1... Step 6030 Discriminator Loss: 0.7886... Generator Loss: 1.2558
Epoch 1/1... Step 6040 Discriminator Loss: 0.8784... Generator Loss: 1.1305
Epoch 1/1... Step 6050 Discriminator Loss: 0.7829... Generator Loss: 1.3418
Epoch 1/1... Step 6060 Discriminator Loss: 1.1947... Generator Loss: 0.7489
Epoch 1/1... Step 6070 Discriminator Loss: 0.7780... Generator Loss: 1.6016
Epoch 1/1... Step 6080 Discriminator Loss: 0.9227... Generator Loss: 1.1705
Epoch 1/1... Step 6090 Discriminator Loss: 0.9719... Generator Loss: 0.9979
Epoch 1/1... Step 6100 Discriminator Loss: 1.0280... Generator Loss: 0.8395
Epoch 1/1... Step 6110 Discriminator Loss: 1.2061... Generator Loss: 0.6669
Epoch 1/1... Step 6120 Discriminator Loss: 0.7700... Generator Loss: 1.5393
Epoch 1/1... Step 6130 Discriminator Loss: 0.8245... Generator Loss: 1.1302
Epoch 1/1... Step 6140 Discriminator Loss: 0.8402... Generator Loss: 1.2219
Epoch 1/1... Step 6150 Discriminator Loss: 0.6810... Generator Loss: 1.8232
Epoch 1/1... Step 6160 Discriminator Loss: 0.8150... Generator Loss: 1.2789
Epoch 1/1... Step 6170 Discriminator Loss: 0.8397... Generator Loss: 1.3360
Epoch 1/1... Step 6180 Discriminator Loss: 0.7655... Generator Loss: 1.5415
Epoch 1/1... Step 6190 Discriminator Loss: 1.0931... Generator Loss: 0.9403
Epoch 1/1... Step 6200 Discriminator Loss: 1.0139... Generator Loss: 0.9580
Epoch 1/1... Step 6210 Discriminator Loss: 0.8986... Generator Loss: 1.0270
Epoch 1/1... Step 6220 Discriminator Loss: 1.2723... Generator Loss: 0.5722
Epoch 1/1... Step 6230 Discriminator Loss: 0.8152... Generator Loss: 1.8490
Epoch 1/1... Step 6240 Discriminator Loss: 0.9854... Generator Loss: 0.8887
Epoch 1/1... Step 6250 Discriminator Loss: 0.8882... Generator Loss: 1.2838
Epoch 1/1... Step 6260 Discriminator Loss: 0.8225... Generator Loss: 1.6737
Epoch 1/1... Step 6270 Discriminator Loss: 0.7550... Generator Loss: 1.3924
Epoch 1/1... Step 6280 Discriminator Loss: 0.6161... Generator Loss: 1.7463
Epoch 1/1... Step 6290 Discriminator Loss: 1.0563... Generator Loss: 0.8909
Epoch 1/1... Step 6300 Discriminator Loss: 0.9625... Generator Loss: 1.0332
Epoch 1/1... Step 6310 Discriminator Loss: 0.7543... Generator Loss: 1.9831
Epoch 1/1... Step 6320 Discriminator Loss: 0.9895... Generator Loss: 1.0581
Epoch 1/1... Step 6330 Discriminator Loss: 0.8746... Generator Loss: 1.5253
In [54]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.5
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.9975... Generator Loss: 12.0651
Epoch 1/1... Step 20 Discriminator Loss: 0.4902... Generator Loss: 6.3862
Epoch 1/1... Step 30 Discriminator Loss: 1.1565... Generator Loss: 1.1627
Epoch 1/1... Step 40 Discriminator Loss: 0.5493... Generator Loss: 3.2223
Epoch 1/1... Step 50 Discriminator Loss: 0.8663... Generator Loss: 2.6709
Epoch 1/1... Step 60 Discriminator Loss: 1.1774... Generator Loss: 0.7765
Epoch 1/1... Step 70 Discriminator Loss: 1.2931... Generator Loss: 0.8564
Epoch 1/1... Step 80 Discriminator Loss: 1.5762... Generator Loss: 3.4374
Epoch 1/1... Step 90 Discriminator Loss: 0.9077... Generator Loss: 2.6453
Epoch 1/1... Step 100 Discriminator Loss: 1.0581... Generator Loss: 1.3357
Epoch 1/1... Step 110 Discriminator Loss: 0.8435... Generator Loss: 1.5820
Epoch 1/1... Step 120 Discriminator Loss: 0.9255... Generator Loss: 1.0034
Epoch 1/1... Step 130 Discriminator Loss: 1.2118... Generator Loss: 2.7460
Epoch 1/1... Step 140 Discriminator Loss: 0.9654... Generator Loss: 1.4226
Epoch 1/1... Step 150 Discriminator Loss: 0.9246... Generator Loss: 1.3183
Epoch 1/1... Step 160 Discriminator Loss: 1.1687... Generator Loss: 1.7836
Epoch 1/1... Step 170 Discriminator Loss: 1.1862... Generator Loss: 0.7804
Epoch 1/1... Step 180 Discriminator Loss: 0.8290... Generator Loss: 1.2611
Epoch 1/1... Step 190 Discriminator Loss: 1.3360... Generator Loss: 1.8801
Epoch 1/1... Step 200 Discriminator Loss: 1.3779... Generator Loss: 0.9045
Epoch 1/1... Step 210 Discriminator Loss: 1.0106... Generator Loss: 0.7915
Epoch 1/1... Step 220 Discriminator Loss: 0.7157... Generator Loss: 1.5021
Epoch 1/1... Step 230 Discriminator Loss: 2.2473... Generator Loss: 0.1871
Epoch 1/1... Step 240 Discriminator Loss: 0.9335... Generator Loss: 1.7665
Epoch 1/1... Step 250 Discriminator Loss: 0.9808... Generator Loss: 1.4425
Epoch 1/1... Step 260 Discriminator Loss: 1.1086... Generator Loss: 0.6588
Epoch 1/1... Step 270 Discriminator Loss: 1.0994... Generator Loss: 1.1370
Epoch 1/1... Step 280 Discriminator Loss: 1.1035... Generator Loss: 0.7979
Epoch 1/1... Step 290 Discriminator Loss: 0.9479... Generator Loss: 1.4532
Epoch 1/1... Step 300 Discriminator Loss: 1.4592... Generator Loss: 2.6142
Epoch 1/1... Step 310 Discriminator Loss: 2.3759... Generator Loss: 0.2221
Epoch 1/1... Step 320 Discriminator Loss: 1.7950... Generator Loss: 0.4323
Epoch 1/1... Step 330 Discriminator Loss: 1.3622... Generator Loss: 0.6377
Epoch 1/1... Step 340 Discriminator Loss: 1.0128... Generator Loss: 1.6306
Epoch 1/1... Step 350 Discriminator Loss: 0.8784... Generator Loss: 0.9967
Epoch 1/1... Step 360 Discriminator Loss: 1.0237... Generator Loss: 0.8491
Epoch 1/1... Step 370 Discriminator Loss: 1.0359... Generator Loss: 1.5938
Epoch 1/1... Step 380 Discriminator Loss: 1.0649... Generator Loss: 0.8170
Epoch 1/1... Step 390 Discriminator Loss: 1.2059... Generator Loss: 2.1269
Epoch 1/1... Step 400 Discriminator Loss: 1.2419... Generator Loss: 0.7913
Epoch 1/1... Step 410 Discriminator Loss: 1.1579... Generator Loss: 0.7092
Epoch 1/1... Step 420 Discriminator Loss: 1.1164... Generator Loss: 0.9370
Epoch 1/1... Step 430 Discriminator Loss: 1.1834... Generator Loss: 0.7190
Epoch 1/1... Step 440 Discriminator Loss: 1.2571... Generator Loss: 0.9506
Epoch 1/1... Step 450 Discriminator Loss: 1.2927... Generator Loss: 0.7803
Epoch 1/1... Step 460 Discriminator Loss: 0.7297... Generator Loss: 1.4392
Epoch 1/1... Step 470 Discriminator Loss: 1.2464... Generator Loss: 1.0968
Epoch 1/1... Step 480 Discriminator Loss: 1.1055... Generator Loss: 1.0563
Epoch 1/1... Step 490 Discriminator Loss: 0.7659... Generator Loss: 1.4706
Epoch 1/1... Step 500 Discriminator Loss: 1.1607... Generator Loss: 1.2087
Epoch 1/1... Step 510 Discriminator Loss: 1.1074... Generator Loss: 1.1704
Epoch 1/1... Step 520 Discriminator Loss: 0.7678... Generator Loss: 1.3597
Epoch 1/1... Step 530 Discriminator Loss: 1.2377... Generator Loss: 2.3421
Epoch 1/1... Step 540 Discriminator Loss: 1.2787... Generator Loss: 1.2518
Epoch 1/1... Step 550 Discriminator Loss: 1.1263... Generator Loss: 1.5478
Epoch 1/1... Step 560 Discriminator Loss: 0.8477... Generator Loss: 1.7034
Epoch 1/1... Step 570 Discriminator Loss: 0.9672... Generator Loss: 0.8758
Epoch 1/1... Step 580 Discriminator Loss: 1.0546... Generator Loss: 1.3897
Epoch 1/1... Step 590 Discriminator Loss: 0.7364... Generator Loss: 1.3428
Epoch 1/1... Step 600 Discriminator Loss: 1.1467... Generator Loss: 1.7093
Epoch 1/1... Step 610 Discriminator Loss: 1.0250... Generator Loss: 0.9893
Epoch 1/1... Step 620 Discriminator Loss: 0.9467... Generator Loss: 1.5798
Epoch 1/1... Step 630 Discriminator Loss: 1.2797... Generator Loss: 0.9350
Epoch 1/1... Step 640 Discriminator Loss: 0.7192... Generator Loss: 1.3592
Epoch 1/1... Step 650 Discriminator Loss: 1.3269... Generator Loss: 0.7006
Epoch 1/1... Step 660 Discriminator Loss: 0.7386... Generator Loss: 1.7568
Epoch 1/1... Step 670 Discriminator Loss: 0.8624... Generator Loss: 1.5088
Epoch 1/1... Step 680 Discriminator Loss: 1.1107... Generator Loss: 0.9466
Epoch 1/1... Step 690 Discriminator Loss: 0.9849... Generator Loss: 0.8765
Epoch 1/1... Step 700 Discriminator Loss: 1.0324... Generator Loss: 0.9529
Epoch 1/1... Step 710 Discriminator Loss: 0.8559... Generator Loss: 1.0605
Epoch 1/1... Step 720 Discriminator Loss: 1.0163... Generator Loss: 1.2121
Epoch 1/1... Step 730 Discriminator Loss: 0.8553... Generator Loss: 1.0775
Epoch 1/1... Step 740 Discriminator Loss: 1.4120... Generator Loss: 1.2862
Epoch 1/1... Step 750 Discriminator Loss: 1.3417... Generator Loss: 1.0098
Epoch 1/1... Step 760 Discriminator Loss: 0.6294... Generator Loss: 1.5880
Epoch 1/1... Step 770 Discriminator Loss: 1.2356... Generator Loss: 1.2290
Epoch 1/1... Step 780 Discriminator Loss: 1.6978... Generator Loss: 2.8299
Epoch 1/1... Step 790 Discriminator Loss: 0.9854... Generator Loss: 1.0763
Epoch 1/1... Step 800 Discriminator Loss: 0.9515... Generator Loss: 1.2088
Epoch 1/1... Step 810 Discriminator Loss: 1.1777... Generator Loss: 0.6877
Epoch 1/1... Step 820 Discriminator Loss: 1.0140... Generator Loss: 1.0195
Epoch 1/1... Step 830 Discriminator Loss: 1.1001... Generator Loss: 0.9260
Epoch 1/1... Step 840 Discriminator Loss: 1.2154... Generator Loss: 1.5928
Epoch 1/1... Step 850 Discriminator Loss: 1.0967... Generator Loss: 0.7312
Epoch 1/1... Step 860 Discriminator Loss: 1.1539... Generator Loss: 0.9865
Epoch 1/1... Step 870 Discriminator Loss: 1.0124... Generator Loss: 1.2705
Epoch 1/1... Step 880 Discriminator Loss: 1.1666... Generator Loss: 0.8744
Epoch 1/1... Step 890 Discriminator Loss: 1.1283... Generator Loss: 0.9420
Epoch 1/1... Step 900 Discriminator Loss: 1.2296... Generator Loss: 0.6183
Epoch 1/1... Step 910 Discriminator Loss: 1.0868... Generator Loss: 1.0526
Epoch 1/1... Step 920 Discriminator Loss: 0.9823... Generator Loss: 1.6974
Epoch 1/1... Step 930 Discriminator Loss: 1.1349... Generator Loss: 0.8650
Epoch 1/1... Step 940 Discriminator Loss: 0.9258... Generator Loss: 1.0543
Epoch 1/1... Step 950 Discriminator Loss: 1.1440... Generator Loss: 1.3378
Epoch 1/1... Step 960 Discriminator Loss: 1.0011... Generator Loss: 1.0840
Epoch 1/1... Step 970 Discriminator Loss: 0.8708... Generator Loss: 1.0093
Epoch 1/1... Step 980 Discriminator Loss: 1.9585... Generator Loss: 0.2945
Epoch 1/1... Step 990 Discriminator Loss: 1.9215... Generator Loss: 0.2812
Epoch 1/1... Step 1000 Discriminator Loss: 1.2158... Generator Loss: 1.9584
Epoch 1/1... Step 1010 Discriminator Loss: 0.9759... Generator Loss: 0.9234
Epoch 1/1... Step 1020 Discriminator Loss: 1.2342... Generator Loss: 0.7125
Epoch 1/1... Step 1030 Discriminator Loss: 1.1791... Generator Loss: 1.8170
Epoch 1/1... Step 1040 Discriminator Loss: 1.0427... Generator Loss: 1.2484
Epoch 1/1... Step 1050 Discriminator Loss: 1.0235... Generator Loss: 1.7150
Epoch 1/1... Step 1060 Discriminator Loss: 1.1742... Generator Loss: 1.9443
Epoch 1/1... Step 1070 Discriminator Loss: 1.0646... Generator Loss: 1.1015
Epoch 1/1... Step 1080 Discriminator Loss: 0.8630... Generator Loss: 1.2140
Epoch 1/1... Step 1090 Discriminator Loss: 1.4629... Generator Loss: 0.5474
Epoch 1/1... Step 1100 Discriminator Loss: 1.0131... Generator Loss: 0.9389
Epoch 1/1... Step 1110 Discriminator Loss: 1.0410... Generator Loss: 1.4048
Epoch 1/1... Step 1120 Discriminator Loss: 1.3452... Generator Loss: 1.2482
Epoch 1/1... Step 1130 Discriminator Loss: 1.0605... Generator Loss: 1.2767
Epoch 1/1... Step 1140 Discriminator Loss: 1.2392... Generator Loss: 1.2558
Epoch 1/1... Step 1150 Discriminator Loss: 1.1822... Generator Loss: 0.6799
Epoch 1/1... Step 1160 Discriminator Loss: 1.1598... Generator Loss: 0.8055
Epoch 1/1... Step 1170 Discriminator Loss: 1.2429... Generator Loss: 0.6493
Epoch 1/1... Step 1180 Discriminator Loss: 0.8228... Generator Loss: 1.6584
Epoch 1/1... Step 1190 Discriminator Loss: 1.0341... Generator Loss: 1.1132
Epoch 1/1... Step 1200 Discriminator Loss: 1.0435... Generator Loss: 0.9495
Epoch 1/1... Step 1210 Discriminator Loss: 1.9998... Generator Loss: 0.4058
Epoch 1/1... Step 1220 Discriminator Loss: 1.2100... Generator Loss: 0.8994
Epoch 1/1... Step 1230 Discriminator Loss: 1.4037... Generator Loss: 0.5533
Epoch 1/1... Step 1240 Discriminator Loss: 2.0547... Generator Loss: 2.6638
Epoch 1/1... Step 1250 Discriminator Loss: 0.8956... Generator Loss: 1.1362
Epoch 1/1... Step 1260 Discriminator Loss: 1.3195... Generator Loss: 1.1975
Epoch 1/1... Step 1270 Discriminator Loss: 1.0271... Generator Loss: 1.0092
Epoch 1/1... Step 1280 Discriminator Loss: 1.2895... Generator Loss: 0.8818
Epoch 1/1... Step 1290 Discriminator Loss: 0.8894... Generator Loss: 1.1875
Epoch 1/1... Step 1300 Discriminator Loss: 1.0340... Generator Loss: 0.9736
Epoch 1/1... Step 1310 Discriminator Loss: 1.3516... Generator Loss: 2.3595
Epoch 1/1... Step 1320 Discriminator Loss: 0.7260... Generator Loss: 1.2163
Epoch 1/1... Step 1330 Discriminator Loss: 1.1471... Generator Loss: 0.8959
Epoch 1/1... Step 1340 Discriminator Loss: 1.0356... Generator Loss: 0.8839
Epoch 1/1... Step 1350 Discriminator Loss: 0.9249... Generator Loss: 1.0987
Epoch 1/1... Step 1360 Discriminator Loss: 1.1591... Generator Loss: 0.7772
Epoch 1/1... Step 1370 Discriminator Loss: 1.2834... Generator Loss: 0.9094
Epoch 1/1... Step 1380 Discriminator Loss: 0.9793... Generator Loss: 0.9047
Epoch 1/1... Step 1390 Discriminator Loss: 2.1166... Generator Loss: 3.2159
Epoch 1/1... Step 1400 Discriminator Loss: 0.8649... Generator Loss: 1.2218
Epoch 1/1... Step 1410 Discriminator Loss: 0.8235... Generator Loss: 1.4243
Epoch 1/1... Step 1420 Discriminator Loss: 1.0576... Generator Loss: 0.8890
Epoch 1/1... Step 1430 Discriminator Loss: 0.8834... Generator Loss: 1.0650
Epoch 1/1... Step 1440 Discriminator Loss: 1.0751... Generator Loss: 1.1420
Epoch 1/1... Step 1450 Discriminator Loss: 0.9153... Generator Loss: 0.9573
Epoch 1/1... Step 1460 Discriminator Loss: 0.9191... Generator Loss: 1.2894
Epoch 1/1... Step 1470 Discriminator Loss: 0.9420... Generator Loss: 1.0971
Epoch 1/1... Step 1480 Discriminator Loss: 1.0251... Generator Loss: 0.9302
Epoch 1/1... Step 1490 Discriminator Loss: 1.0933... Generator Loss: 0.9814
Epoch 1/1... Step 1500 Discriminator Loss: 1.4414... Generator Loss: 1.8271
Epoch 1/1... Step 1510 Discriminator Loss: 0.8468... Generator Loss: 1.3701
Epoch 1/1... Step 1520 Discriminator Loss: 1.1125... Generator Loss: 1.4147
Epoch 1/1... Step 1530 Discriminator Loss: 0.9393... Generator Loss: 0.9122
Epoch 1/1... Step 1540 Discriminator Loss: 1.0861... Generator Loss: 0.8402
Epoch 1/1... Step 1550 Discriminator Loss: 1.0181... Generator Loss: 1.3816
Epoch 1/1... Step 1560 Discriminator Loss: 0.7965... Generator Loss: 1.4465
Epoch 1/1... Step 1570 Discriminator Loss: 0.9139... Generator Loss: 1.0989
Epoch 1/1... Step 1580 Discriminator Loss: 0.9362... Generator Loss: 1.5399
Epoch 1/1... Step 1590 Discriminator Loss: 0.9374... Generator Loss: 1.6796
Epoch 1/1... Step 1600 Discriminator Loss: 1.2120... Generator Loss: 1.5138
Epoch 1/1... Step 1610 Discriminator Loss: 1.3314... Generator Loss: 1.5585
Epoch 1/1... Step 1620 Discriminator Loss: 1.0458... Generator Loss: 1.0703
Epoch 1/1... Step 1630 Discriminator Loss: 0.8373... Generator Loss: 1.1125
Epoch 1/1... Step 1640 Discriminator Loss: 0.9288... Generator Loss: 0.9592
Epoch 1/1... Step 1650 Discriminator Loss: 1.0411... Generator Loss: 1.4145
Epoch 1/1... Step 1660 Discriminator Loss: 0.7582... Generator Loss: 1.6127
Epoch 1/1... Step 1670 Discriminator Loss: 1.4520... Generator Loss: 0.7240
Epoch 1/1... Step 1680 Discriminator Loss: 1.0342... Generator Loss: 1.3532
Epoch 1/1... Step 1690 Discriminator Loss: 0.9046... Generator Loss: 1.4921
Epoch 1/1... Step 1700 Discriminator Loss: 1.2381... Generator Loss: 0.6854
Epoch 1/1... Step 1710 Discriminator Loss: 1.0340... Generator Loss: 0.9177
Epoch 1/1... Step 1720 Discriminator Loss: 1.2954... Generator Loss: 0.7680
Epoch 1/1... Step 1730 Discriminator Loss: 0.9725... Generator Loss: 1.3717
Epoch 1/1... Step 1740 Discriminator Loss: 0.8959... Generator Loss: 1.2046
Epoch 1/1... Step 1750 Discriminator Loss: 0.9529... Generator Loss: 1.1645
Epoch 1/1... Step 1760 Discriminator Loss: 1.0372... Generator Loss: 1.7608
Epoch 1/1... Step 1770 Discriminator Loss: 0.8817... Generator Loss: 1.0735
Epoch 1/1... Step 1780 Discriminator Loss: 0.9795... Generator Loss: 0.9767
Epoch 1/1... Step 1790 Discriminator Loss: 1.1621... Generator Loss: 0.8421
Epoch 1/1... Step 1800 Discriminator Loss: 0.9966... Generator Loss: 1.6833
Epoch 1/1... Step 1810 Discriminator Loss: 0.9880... Generator Loss: 0.9516
Epoch 1/1... Step 1820 Discriminator Loss: 0.9644... Generator Loss: 1.0685
Epoch 1/1... Step 1830 Discriminator Loss: 1.0642... Generator Loss: 0.7901
Epoch 1/1... Step 1840 Discriminator Loss: 1.4001... Generator Loss: 1.3860
Epoch 1/1... Step 1850 Discriminator Loss: 0.9213... Generator Loss: 1.0824
Epoch 1/1... Step 1860 Discriminator Loss: 0.7818... Generator Loss: 1.4732
Epoch 1/1... Step 1870 Discriminator Loss: 1.0068... Generator Loss: 1.2996
Epoch 1/1... Step 1880 Discriminator Loss: 1.0250... Generator Loss: 0.8528
Epoch 1/1... Step 1890 Discriminator Loss: 0.7529... Generator Loss: 1.1628
Epoch 1/1... Step 1900 Discriminator Loss: 0.9732... Generator Loss: 0.9640
Epoch 1/1... Step 1910 Discriminator Loss: 1.0106... Generator Loss: 1.1566
Epoch 1/1... Step 1920 Discriminator Loss: 1.0970... Generator Loss: 0.7695
Epoch 1/1... Step 1930 Discriminator Loss: 0.7501... Generator Loss: 1.2571
Epoch 1/1... Step 1940 Discriminator Loss: 1.0342... Generator Loss: 1.5153
Epoch 1/1... Step 1950 Discriminator Loss: 1.2780... Generator Loss: 0.7863
Epoch 1/1... Step 1960 Discriminator Loss: 1.1500... Generator Loss: 0.8985
Epoch 1/1... Step 1970 Discriminator Loss: 1.1003... Generator Loss: 1.5832
Epoch 1/1... Step 1980 Discriminator Loss: 1.0791... Generator Loss: 1.0535
Epoch 1/1... Step 1990 Discriminator Loss: 1.1674... Generator Loss: 1.8533
Epoch 1/1... Step 2000 Discriminator Loss: 1.1811... Generator Loss: 1.1738
Epoch 1/1... Step 2010 Discriminator Loss: 0.9655... Generator Loss: 1.2743
Epoch 1/1... Step 2020 Discriminator Loss: 0.8743... Generator Loss: 1.2150
Epoch 1/1... Step 2030 Discriminator Loss: 1.3720... Generator Loss: 2.6152
Epoch 1/1... Step 2040 Discriminator Loss: 0.9928... Generator Loss: 1.2344
Epoch 1/1... Step 2050 Discriminator Loss: 1.0465... Generator Loss: 0.9363
Epoch 1/1... Step 2060 Discriminator Loss: 0.9606... Generator Loss: 1.1518
Epoch 1/1... Step 2070 Discriminator Loss: 1.1158... Generator Loss: 1.9022
Epoch 1/1... Step 2080 Discriminator Loss: 0.9962... Generator Loss: 0.9139
Epoch 1/1... Step 2090 Discriminator Loss: 0.8895... Generator Loss: 0.9987
Epoch 1/1... Step 2100 Discriminator Loss: 1.0425... Generator Loss: 1.0174
Epoch 1/1... Step 2110 Discriminator Loss: 1.0394... Generator Loss: 0.9467
Epoch 1/1... Step 2120 Discriminator Loss: 1.1543... Generator Loss: 1.1679
Epoch 1/1... Step 2130 Discriminator Loss: 1.3605... Generator Loss: 2.4922
Epoch 1/1... Step 2140 Discriminator Loss: 1.2055... Generator Loss: 0.7568
Epoch 1/1... Step 2150 Discriminator Loss: 0.8846... Generator Loss: 1.1014
Epoch 1/1... Step 2160 Discriminator Loss: 0.9347... Generator Loss: 0.9001
Epoch 1/1... Step 2170 Discriminator Loss: 0.8925... Generator Loss: 0.9326
Epoch 1/1... Step 2180 Discriminator Loss: 1.7059... Generator Loss: 0.3430
Epoch 1/1... Step 2190 Discriminator Loss: 1.1016... Generator Loss: 0.7174
Epoch 1/1... Step 2200 Discriminator Loss: 0.8958... Generator Loss: 1.0361
Epoch 1/1... Step 2210 Discriminator Loss: 1.1517... Generator Loss: 0.9516
Epoch 1/1... Step 2220 Discriminator Loss: 1.0014... Generator Loss: 0.8288
Epoch 1/1... Step 2230 Discriminator Loss: 1.0717... Generator Loss: 0.7882
Epoch 1/1... Step 2240 Discriminator Loss: 1.0474... Generator Loss: 1.0437
Epoch 1/1... Step 2250 Discriminator Loss: 1.1552... Generator Loss: 1.5709
Epoch 1/1... Step 2260 Discriminator Loss: 1.3197... Generator Loss: 0.5690
Epoch 1/1... Step 2270 Discriminator Loss: 1.0648... Generator Loss: 1.2642
Epoch 1/1... Step 2280 Discriminator Loss: 0.8387... Generator Loss: 1.1401
Epoch 1/1... Step 2290 Discriminator Loss: 0.8744... Generator Loss: 1.2503
Epoch 1/1... Step 2300 Discriminator Loss: 0.9269... Generator Loss: 1.6091
Epoch 1/1... Step 2310 Discriminator Loss: 1.0161... Generator Loss: 1.6065
Epoch 1/1... Step 2320 Discriminator Loss: 1.2609... Generator Loss: 0.8635
Epoch 1/1... Step 2330 Discriminator Loss: 1.1371... Generator Loss: 0.9051
Epoch 1/1... Step 2340 Discriminator Loss: 0.9735... Generator Loss: 1.4519
Epoch 1/1... Step 2350 Discriminator Loss: 1.0039... Generator Loss: 1.2759
Epoch 1/1... Step 2360 Discriminator Loss: 1.3981... Generator Loss: 0.5805
Epoch 1/1... Step 2370 Discriminator Loss: 1.0336... Generator Loss: 0.9212
Epoch 1/1... Step 2380 Discriminator Loss: 1.1378... Generator Loss: 0.8156
Epoch 1/1... Step 2390 Discriminator Loss: 1.2026... Generator Loss: 0.7066
Epoch 1/1... Step 2400 Discriminator Loss: 0.8038... Generator Loss: 1.2631
Epoch 1/1... Step 2410 Discriminator Loss: 1.0377... Generator Loss: 0.8858
Epoch 1/1... Step 2420 Discriminator Loss: 1.1728... Generator Loss: 2.0192
Epoch 1/1... Step 2430 Discriminator Loss: 1.3004... Generator Loss: 0.5954
Epoch 1/1... Step 2440 Discriminator Loss: 1.0776... Generator Loss: 1.1246
Epoch 1/1... Step 2450 Discriminator Loss: 1.1200... Generator Loss: 1.4738
Epoch 1/1... Step 2460 Discriminator Loss: 1.1491... Generator Loss: 0.9334
Epoch 1/1... Step 2470 Discriminator Loss: 0.9451... Generator Loss: 1.8866
Epoch 1/1... Step 2480 Discriminator Loss: 0.9456... Generator Loss: 1.0381
Epoch 1/1... Step 2490 Discriminator Loss: 1.1149... Generator Loss: 0.8495
Epoch 1/1... Step 2500 Discriminator Loss: 1.0763... Generator Loss: 0.8980
Epoch 1/1... Step 2510 Discriminator Loss: 1.2364... Generator Loss: 0.9958
Epoch 1/1... Step 2520 Discriminator Loss: 1.0927... Generator Loss: 0.8858
Epoch 1/1... Step 2530 Discriminator Loss: 0.8842... Generator Loss: 1.5527
Epoch 1/1... Step 2540 Discriminator Loss: 1.4889... Generator Loss: 2.5008
Epoch 1/1... Step 2550 Discriminator Loss: 1.0386... Generator Loss: 0.9188
Epoch 1/1... Step 2560 Discriminator Loss: 1.0084... Generator Loss: 0.9625
Epoch 1/1... Step 2570 Discriminator Loss: 1.0069... Generator Loss: 0.9350
Epoch 1/1... Step 2580 Discriminator Loss: 1.0760... Generator Loss: 1.0886
Epoch 1/1... Step 2590 Discriminator Loss: 1.6485... Generator Loss: 2.7953
Epoch 1/1... Step 2600 Discriminator Loss: 0.8287... Generator Loss: 1.3824
Epoch 1/1... Step 2610 Discriminator Loss: 1.1791... Generator Loss: 1.0261
Epoch 1/1... Step 2620 Discriminator Loss: 0.9246... Generator Loss: 1.8424
Epoch 1/1... Step 2630 Discriminator Loss: 1.0015... Generator Loss: 1.0615
Epoch 1/1... Step 2640 Discriminator Loss: 0.9520... Generator Loss: 0.8908
Epoch 1/1... Step 2650 Discriminator Loss: 1.0322... Generator Loss: 0.9818
Epoch 1/1... Step 2660 Discriminator Loss: 0.9217... Generator Loss: 1.2388
Epoch 1/1... Step 2670 Discriminator Loss: 1.0933... Generator Loss: 1.5532
Epoch 1/1... Step 2680 Discriminator Loss: 1.2828... Generator Loss: 0.7848
Epoch 1/1... Step 2690 Discriminator Loss: 1.1316... Generator Loss: 0.7195
Epoch 1/1... Step 2700 Discriminator Loss: 1.0678... Generator Loss: 1.5724
Epoch 1/1... Step 2710 Discriminator Loss: 1.1633... Generator Loss: 0.8233
Epoch 1/1... Step 2720 Discriminator Loss: 1.0046... Generator Loss: 1.0663
Epoch 1/1... Step 2730 Discriminator Loss: 0.8612... Generator Loss: 1.2398
Epoch 1/1... Step 2740 Discriminator Loss: 1.2023... Generator Loss: 0.8073
Epoch 1/1... Step 2750 Discriminator Loss: 1.0269... Generator Loss: 1.1174
Epoch 1/1... Step 2760 Discriminator Loss: 1.0168... Generator Loss: 0.7732
Epoch 1/1... Step 2770 Discriminator Loss: 1.0082... Generator Loss: 1.0736
Epoch 1/1... Step 2780 Discriminator Loss: 0.9771... Generator Loss: 1.0900
Epoch 1/1... Step 2790 Discriminator Loss: 0.8549... Generator Loss: 1.5093
Epoch 1/1... Step 2800 Discriminator Loss: 1.1970... Generator Loss: 0.8522
Epoch 1/1... Step 2810 Discriminator Loss: 1.0623... Generator Loss: 0.7493
Epoch 1/1... Step 2820 Discriminator Loss: 0.9186... Generator Loss: 0.9561
Epoch 1/1... Step 2830 Discriminator Loss: 1.3086... Generator Loss: 0.5760
Epoch 1/1... Step 2840 Discriminator Loss: 1.0544... Generator Loss: 1.6738
Epoch 1/1... Step 2850 Discriminator Loss: 1.0347... Generator Loss: 1.0642
Epoch 1/1... Step 2860 Discriminator Loss: 1.0388... Generator Loss: 1.0919
Epoch 1/1... Step 2870 Discriminator Loss: 1.1522... Generator Loss: 1.0656
Epoch 1/1... Step 2880 Discriminator Loss: 1.0027... Generator Loss: 1.4636
Epoch 1/1... Step 2890 Discriminator Loss: 0.9303... Generator Loss: 1.2255
Epoch 1/1... Step 2900 Discriminator Loss: 0.9635... Generator Loss: 1.5300
Epoch 1/1... Step 2910 Discriminator Loss: 0.9321... Generator Loss: 1.1292
Epoch 1/1... Step 2920 Discriminator Loss: 1.0873... Generator Loss: 1.6357
Epoch 1/1... Step 2930 Discriminator Loss: 0.9670... Generator Loss: 0.9445
Epoch 1/1... Step 2940 Discriminator Loss: 1.0405... Generator Loss: 1.2718
Epoch 1/1... Step 2950 Discriminator Loss: 0.9987... Generator Loss: 1.3629
Epoch 1/1... Step 2960 Discriminator Loss: 1.1118... Generator Loss: 0.8823
Epoch 1/1... Step 2970 Discriminator Loss: 0.8884... Generator Loss: 1.0501
Epoch 1/1... Step 2980 Discriminator Loss: 1.2094... Generator Loss: 0.8565
Epoch 1/1... Step 2990 Discriminator Loss: 1.2162... Generator Loss: 2.2768
Epoch 1/1... Step 3000 Discriminator Loss: 1.0180... Generator Loss: 0.9828
Epoch 1/1... Step 3010 Discriminator Loss: 0.7513... Generator Loss: 1.3152
Epoch 1/1... Step 3020 Discriminator Loss: 1.1683... Generator Loss: 0.7240
Epoch 1/1... Step 3030 Discriminator Loss: 0.7868... Generator Loss: 1.1506
Epoch 1/1... Step 3040 Discriminator Loss: 1.0906... Generator Loss: 1.1637
Epoch 1/1... Step 3050 Discriminator Loss: 1.1062... Generator Loss: 0.9573
Epoch 1/1... Step 3060 Discriminator Loss: 1.5723... Generator Loss: 0.6418
Epoch 1/1... Step 3070 Discriminator Loss: 1.1384... Generator Loss: 0.7206
Epoch 1/1... Step 3080 Discriminator Loss: 1.0352... Generator Loss: 0.8402
Epoch 1/1... Step 3090 Discriminator Loss: 1.1166... Generator Loss: 0.8781
Epoch 1/1... Step 3100 Discriminator Loss: 0.9538... Generator Loss: 0.9634
Epoch 1/1... Step 3110 Discriminator Loss: 0.7891... Generator Loss: 1.3081
Epoch 1/1... Step 3120 Discriminator Loss: 1.0782... Generator Loss: 0.7718
Epoch 1/1... Step 3130 Discriminator Loss: 0.9830... Generator Loss: 1.1033
Epoch 1/1... Step 3140 Discriminator Loss: 0.9164... Generator Loss: 1.0952
Epoch 1/1... Step 3150 Discriminator Loss: 0.8837... Generator Loss: 0.9565
Epoch 1/1... Step 3160 Discriminator Loss: 1.0289... Generator Loss: 1.0313
Epoch 1/1... Step 3170 Discriminator Loss: 0.9187... Generator Loss: 0.9855
Epoch 1/1... Step 3180 Discriminator Loss: 1.0472... Generator Loss: 1.0173
Epoch 1/1... Step 3190 Discriminator Loss: 0.8815... Generator Loss: 1.1939
Epoch 1/1... Step 3200 Discriminator Loss: 1.0352... Generator Loss: 1.0290
Epoch 1/1... Step 3210 Discriminator Loss: 0.9691... Generator Loss: 1.0241
Epoch 1/1... Step 3220 Discriminator Loss: 0.9198... Generator Loss: 1.6839
Epoch 1/1... Step 3230 Discriminator Loss: 0.9186... Generator Loss: 1.0999
Epoch 1/1... Step 3240 Discriminator Loss: 1.0914... Generator Loss: 0.8629
Epoch 1/1... Step 3250 Discriminator Loss: 0.9471... Generator Loss: 1.1618
Epoch 1/1... Step 3260 Discriminator Loss: 1.0712... Generator Loss: 2.0248
Epoch 1/1... Step 3270 Discriminator Loss: 0.9770... Generator Loss: 1.0813
Epoch 1/1... Step 3280 Discriminator Loss: 1.4229... Generator Loss: 0.5204
Epoch 1/1... Step 3290 Discriminator Loss: 0.9734... Generator Loss: 0.9521
Epoch 1/1... Step 3300 Discriminator Loss: 1.2098... Generator Loss: 0.7189
Epoch 1/1... Step 3310 Discriminator Loss: 1.0958... Generator Loss: 1.0042
Epoch 1/1... Step 3320 Discriminator Loss: 1.0104... Generator Loss: 0.9772
Epoch 1/1... Step 3330 Discriminator Loss: 1.0261... Generator Loss: 0.8391
Epoch 1/1... Step 3340 Discriminator Loss: 1.0304... Generator Loss: 0.9025
Epoch 1/1... Step 3350 Discriminator Loss: 1.2573... Generator Loss: 0.6324
Epoch 1/1... Step 3360 Discriminator Loss: 0.8597... Generator Loss: 1.3636
Epoch 1/1... Step 3370 Discriminator Loss: 1.3845... Generator Loss: 0.5014
Epoch 1/1... Step 3380 Discriminator Loss: 0.9789... Generator Loss: 0.9033
Epoch 1/1... Step 3390 Discriminator Loss: 0.9551... Generator Loss: 1.1469
Epoch 1/1... Step 3400 Discriminator Loss: 0.9296... Generator Loss: 1.0924
Epoch 1/1... Step 3410 Discriminator Loss: 1.1841... Generator Loss: 0.6846
Epoch 1/1... Step 3420 Discriminator Loss: 1.0410... Generator Loss: 0.9824
Epoch 1/1... Step 3430 Discriminator Loss: 1.0374... Generator Loss: 1.4681
Epoch 1/1... Step 3440 Discriminator Loss: 1.0024... Generator Loss: 1.1558
Epoch 1/1... Step 3450 Discriminator Loss: 1.0034... Generator Loss: 1.0252
Epoch 1/1... Step 3460 Discriminator Loss: 0.9859... Generator Loss: 1.0896
Epoch 1/1... Step 3470 Discriminator Loss: 1.0647... Generator Loss: 1.1936
Epoch 1/1... Step 3480 Discriminator Loss: 1.0811... Generator Loss: 0.7837
Epoch 1/1... Step 3490 Discriminator Loss: 1.1610... Generator Loss: 0.6891
Epoch 1/1... Step 3500 Discriminator Loss: 1.2272... Generator Loss: 0.6678
Epoch 1/1... Step 3510 Discriminator Loss: 0.9191... Generator Loss: 1.0960
Epoch 1/1... Step 3520 Discriminator Loss: 1.2271... Generator Loss: 0.7006
Epoch 1/1... Step 3530 Discriminator Loss: 1.2986... Generator Loss: 2.6820
Epoch 1/1... Step 3540 Discriminator Loss: 1.0093... Generator Loss: 0.8783
Epoch 1/1... Step 3550 Discriminator Loss: 0.8652... Generator Loss: 1.2503
Epoch 1/1... Step 3560 Discriminator Loss: 1.2564... Generator Loss: 0.5946
Epoch 1/1... Step 3570 Discriminator Loss: 0.9846... Generator Loss: 0.9381
Epoch 1/1... Step 3580 Discriminator Loss: 0.9820... Generator Loss: 1.9375
Epoch 1/1... Step 3590 Discriminator Loss: 1.4287... Generator Loss: 0.5688
Epoch 1/1... Step 3600 Discriminator Loss: 1.0021... Generator Loss: 1.0283
Epoch 1/1... Step 3610 Discriminator Loss: 1.0286... Generator Loss: 0.9010
Epoch 1/1... Step 3620 Discriminator Loss: 0.8466... Generator Loss: 1.3838
Epoch 1/1... Step 3630 Discriminator Loss: 1.0008... Generator Loss: 0.9315
Epoch 1/1... Step 3640 Discriminator Loss: 1.0851... Generator Loss: 0.7225
Epoch 1/1... Step 3650 Discriminator Loss: 0.9037... Generator Loss: 1.1318
Epoch 1/1... Step 3660 Discriminator Loss: 1.0002... Generator Loss: 0.9860
Epoch 1/1... Step 3670 Discriminator Loss: 1.1266... Generator Loss: 0.8282
Epoch 1/1... Step 3680 Discriminator Loss: 0.9596... Generator Loss: 1.0082
Epoch 1/1... Step 3690 Discriminator Loss: 1.5086... Generator Loss: 0.4420
Epoch 1/1... Step 3700 Discriminator Loss: 0.9419... Generator Loss: 1.2855
Epoch 1/1... Step 3710 Discriminator Loss: 1.0408... Generator Loss: 0.9213
Epoch 1/1... Step 3720 Discriminator Loss: 1.0671... Generator Loss: 1.0164
Epoch 1/1... Step 3730 Discriminator Loss: 0.9834... Generator Loss: 1.0825
Epoch 1/1... Step 3740 Discriminator Loss: 0.8465... Generator Loss: 1.4341
Epoch 1/1... Step 3750 Discriminator Loss: 1.0323... Generator Loss: 1.5012
Epoch 1/1... Step 3760 Discriminator Loss: 1.0092... Generator Loss: 0.9186
Epoch 1/1... Step 3770 Discriminator Loss: 0.7444... Generator Loss: 1.3558
Epoch 1/1... Step 3780 Discriminator Loss: 0.8801... Generator Loss: 1.1355
Epoch 1/1... Step 3790 Discriminator Loss: 0.8740... Generator Loss: 1.1877
Epoch 1/1... Step 3800 Discriminator Loss: 1.0950... Generator Loss: 0.7020
Epoch 1/1... Step 3810 Discriminator Loss: 0.7942... Generator Loss: 1.2854
Epoch 1/1... Step 3820 Discriminator Loss: 0.7629... Generator Loss: 1.4563
Epoch 1/1... Step 3830 Discriminator Loss: 1.0828... Generator Loss: 1.2517
Epoch 1/1... Step 3840 Discriminator Loss: 1.0130... Generator Loss: 0.9988
Epoch 1/1... Step 3850 Discriminator Loss: 0.8698... Generator Loss: 1.1234
Epoch 1/1... Step 3860 Discriminator Loss: 1.0406... Generator Loss: 1.2986
Epoch 1/1... Step 3870 Discriminator Loss: 1.0375... Generator Loss: 1.4602
Epoch 1/1... Step 3880 Discriminator Loss: 1.0858... Generator Loss: 1.3864
Epoch 1/1... Step 3890 Discriminator Loss: 0.8970... Generator Loss: 1.4157
Epoch 1/1... Step 3900 Discriminator Loss: 0.8224... Generator Loss: 1.4211
Epoch 1/1... Step 3910 Discriminator Loss: 1.0232... Generator Loss: 1.0830
Epoch 1/1... Step 3920 Discriminator Loss: 0.8891... Generator Loss: 1.0770
Epoch 1/1... Step 3930 Discriminator Loss: 1.1840... Generator Loss: 0.7548
Epoch 1/1... Step 3940 Discriminator Loss: 1.0151... Generator Loss: 1.0163
Epoch 1/1... Step 3950 Discriminator Loss: 0.9168... Generator Loss: 1.1793
Epoch 1/1... Step 3960 Discriminator Loss: 0.9874... Generator Loss: 1.3189
Epoch 1/1... Step 3970 Discriminator Loss: 0.9508... Generator Loss: 1.4553
Epoch 1/1... Step 3980 Discriminator Loss: 1.1995... Generator Loss: 1.8474
Epoch 1/1... Step 3990 Discriminator Loss: 1.0641... Generator Loss: 0.8682
Epoch 1/1... Step 4000 Discriminator Loss: 0.9233... Generator Loss: 1.2850
Epoch 1/1... Step 4010 Discriminator Loss: 1.2270... Generator Loss: 0.6370
Epoch 1/1... Step 4020 Discriminator Loss: 0.9570... Generator Loss: 1.0173
Epoch 1/1... Step 4030 Discriminator Loss: 1.0916... Generator Loss: 0.8124
Epoch 1/1... Step 4040 Discriminator Loss: 1.0634... Generator Loss: 0.8228
Epoch 1/1... Step 4050 Discriminator Loss: 1.5866... Generator Loss: 0.4249
Epoch 1/1... Step 4060 Discriminator Loss: 0.7810... Generator Loss: 1.3342
Epoch 1/1... Step 4070 Discriminator Loss: 1.0908... Generator Loss: 0.9118
Epoch 1/1... Step 4080 Discriminator Loss: 0.9515... Generator Loss: 0.9483
Epoch 1/1... Step 4090 Discriminator Loss: 1.2959... Generator Loss: 0.6252
Epoch 1/1... Step 4100 Discriminator Loss: 1.0611... Generator Loss: 0.8765
Epoch 1/1... Step 4110 Discriminator Loss: 0.9416... Generator Loss: 1.6127
Epoch 1/1... Step 4120 Discriminator Loss: 1.0400... Generator Loss: 0.8313
Epoch 1/1... Step 4130 Discriminator Loss: 1.1895... Generator Loss: 0.7109
Epoch 1/1... Step 4140 Discriminator Loss: 0.9197... Generator Loss: 1.4228
Epoch 1/1... Step 4150 Discriminator Loss: 1.0082... Generator Loss: 0.8649
Epoch 1/1... Step 4160 Discriminator Loss: 1.0744... Generator Loss: 0.7943
Epoch 1/1... Step 4170 Discriminator Loss: 1.0906... Generator Loss: 0.8851
Epoch 1/1... Step 4180 Discriminator Loss: 0.9380... Generator Loss: 1.0057
Epoch 1/1... Step 4190 Discriminator Loss: 0.7550... Generator Loss: 1.3155
Epoch 1/1... Step 4200 Discriminator Loss: 1.2174... Generator Loss: 0.6827
Epoch 1/1... Step 4210 Discriminator Loss: 1.4618... Generator Loss: 0.5405
Epoch 1/1... Step 4220 Discriminator Loss: 1.0662... Generator Loss: 0.7985
Epoch 1/1... Step 4230 Discriminator Loss: 1.1659... Generator Loss: 0.7035
Epoch 1/1... Step 4240 Discriminator Loss: 0.9861... Generator Loss: 0.8914
Epoch 1/1... Step 4250 Discriminator Loss: 1.0296... Generator Loss: 1.4481
Epoch 1/1... Step 4260 Discriminator Loss: 1.0075... Generator Loss: 1.2632
Epoch 1/1... Step 4270 Discriminator Loss: 0.8640... Generator Loss: 1.1486
Epoch 1/1... Step 4280 Discriminator Loss: 1.0195... Generator Loss: 0.9977
Epoch 1/1... Step 4290 Discriminator Loss: 0.9272... Generator Loss: 1.0662
Epoch 1/1... Step 4300 Discriminator Loss: 0.9456... Generator Loss: 2.0562
Epoch 1/1... Step 4310 Discriminator Loss: 1.0212... Generator Loss: 1.0471
Epoch 1/1... Step 4320 Discriminator Loss: 1.2116... Generator Loss: 0.6543
Epoch 1/1... Step 4330 Discriminator Loss: 0.9658... Generator Loss: 0.8605
Epoch 1/1... Step 4340 Discriminator Loss: 1.1869... Generator Loss: 0.7524
Epoch 1/1... Step 4350 Discriminator Loss: 0.9697... Generator Loss: 1.2669
Epoch 1/1... Step 4360 Discriminator Loss: 1.0249... Generator Loss: 0.8819
Epoch 1/1... Step 4370 Discriminator Loss: 0.8373... Generator Loss: 1.1410
Epoch 1/1... Step 4380 Discriminator Loss: 0.9628... Generator Loss: 1.4733
Epoch 1/1... Step 4390 Discriminator Loss: 1.0972... Generator Loss: 0.8116
Epoch 1/1... Step 4400 Discriminator Loss: 0.9464... Generator Loss: 1.1118
Epoch 1/1... Step 4410 Discriminator Loss: 0.9321... Generator Loss: 0.9938
Epoch 1/1... Step 4420 Discriminator Loss: 0.9660... Generator Loss: 0.8809
Epoch 1/1... Step 4430 Discriminator Loss: 1.0228... Generator Loss: 1.0269
Epoch 1/1... Step 4440 Discriminator Loss: 1.0811... Generator Loss: 0.7965
Epoch 1/1... Step 4450 Discriminator Loss: 1.0478... Generator Loss: 0.7785
Epoch 1/1... Step 4460 Discriminator Loss: 1.2310... Generator Loss: 1.7217
Epoch 1/1... Step 4470 Discriminator Loss: 1.0196... Generator Loss: 1.6485
Epoch 1/1... Step 4480 Discriminator Loss: 1.4910... Generator Loss: 0.4886
Epoch 1/1... Step 4490 Discriminator Loss: 0.8406... Generator Loss: 1.2113
Epoch 1/1... Step 4500 Discriminator Loss: 1.0862... Generator Loss: 0.8026
Epoch 1/1... Step 4510 Discriminator Loss: 0.8760... Generator Loss: 1.1172
Epoch 1/1... Step 4520 Discriminator Loss: 0.9535... Generator Loss: 1.0148
Epoch 1/1... Step 4530 Discriminator Loss: 1.1885... Generator Loss: 0.6618
Epoch 1/1... Step 4540 Discriminator Loss: 0.9321... Generator Loss: 1.2386
Epoch 1/1... Step 4550 Discriminator Loss: 1.1059... Generator Loss: 0.7928
Epoch 1/1... Step 4560 Discriminator Loss: 1.1356... Generator Loss: 0.8204
Epoch 1/1... Step 4570 Discriminator Loss: 1.1105... Generator Loss: 0.8769
Epoch 1/1... Step 4580 Discriminator Loss: 0.8393... Generator Loss: 1.4841
Epoch 1/1... Step 4590 Discriminator Loss: 0.9414... Generator Loss: 1.1068
Epoch 1/1... Step 4600 Discriminator Loss: 0.7841... Generator Loss: 1.4910
Epoch 1/1... Step 4610 Discriminator Loss: 0.9654... Generator Loss: 1.1456
Epoch 1/1... Step 4620 Discriminator Loss: 1.1108... Generator Loss: 0.7434
Epoch 1/1... Step 4630 Discriminator Loss: 0.9334... Generator Loss: 1.1183
Epoch 1/1... Step 4640 Discriminator Loss: 0.9758... Generator Loss: 0.9608
Epoch 1/1... Step 4650 Discriminator Loss: 0.8966... Generator Loss: 1.1628
Epoch 1/1... Step 4660 Discriminator Loss: 0.9804... Generator Loss: 0.9394
Epoch 1/1... Step 4670 Discriminator Loss: 1.0105... Generator Loss: 1.6813
Epoch 1/1... Step 4680 Discriminator Loss: 2.1788... Generator Loss: 0.2167
Epoch 1/1... Step 4690 Discriminator Loss: 1.5791... Generator Loss: 0.4017
Epoch 1/1... Step 4700 Discriminator Loss: 1.0215... Generator Loss: 0.8706
Epoch 1/1... Step 4710 Discriminator Loss: 0.9612... Generator Loss: 1.0172
Epoch 1/1... Step 4720 Discriminator Loss: 0.9387... Generator Loss: 0.9625
Epoch 1/1... Step 4730 Discriminator Loss: 1.0086... Generator Loss: 0.8216
Epoch 1/1... Step 4740 Discriminator Loss: 1.1044... Generator Loss: 0.8189
Epoch 1/1... Step 4750 Discriminator Loss: 0.9787... Generator Loss: 0.9601
Epoch 1/1... Step 4760 Discriminator Loss: 0.8809... Generator Loss: 1.2095
Epoch 1/1... Step 4770 Discriminator Loss: 0.8016... Generator Loss: 1.3372
Epoch 1/1... Step 4780 Discriminator Loss: 0.9127... Generator Loss: 1.2574
Epoch 1/1... Step 4790 Discriminator Loss: 1.1218... Generator Loss: 0.7701
Epoch 1/1... Step 4800 Discriminator Loss: 1.0417... Generator Loss: 0.8758
Epoch 1/1... Step 4810 Discriminator Loss: 0.8803... Generator Loss: 1.1806
Epoch 1/1... Step 4820 Discriminator Loss: 0.8975... Generator Loss: 1.1537
Epoch 1/1... Step 4830 Discriminator Loss: 0.8520... Generator Loss: 1.2467
Epoch 1/1... Step 4840 Discriminator Loss: 0.8236... Generator Loss: 1.1083
Epoch 1/1... Step 4850 Discriminator Loss: 0.8662... Generator Loss: 1.5858
Epoch 1/1... Step 4860 Discriminator Loss: 1.0036... Generator Loss: 0.9267
Epoch 1/1... Step 4870 Discriminator Loss: 1.1715... Generator Loss: 0.7190
Epoch 1/1... Step 4880 Discriminator Loss: 0.8101... Generator Loss: 1.3504
Epoch 1/1... Step 4890 Discriminator Loss: 1.1510... Generator Loss: 0.7979
Epoch 1/1... Step 4900 Discriminator Loss: 1.1668... Generator Loss: 0.7544
Epoch 1/1... Step 4910 Discriminator Loss: 1.1864... Generator Loss: 0.6956
Epoch 1/1... Step 4920 Discriminator Loss: 1.0940... Generator Loss: 0.7252
Epoch 1/1... Step 4930 Discriminator Loss: 1.1663... Generator Loss: 0.7636
Epoch 1/1... Step 4940 Discriminator Loss: 0.8093... Generator Loss: 1.4465
Epoch 1/1... Step 4950 Discriminator Loss: 0.8063... Generator Loss: 1.2497
Epoch 1/1... Step 4960 Discriminator Loss: 0.8917... Generator Loss: 1.3612
Epoch 1/1... Step 4970 Discriminator Loss: 1.0008... Generator Loss: 0.9329
Epoch 1/1... Step 4980 Discriminator Loss: 1.0800... Generator Loss: 0.7732
Epoch 1/1... Step 4990 Discriminator Loss: 1.0704... Generator Loss: 0.8501
Epoch 1/1... Step 5000 Discriminator Loss: 1.0666... Generator Loss: 1.0945
Epoch 1/1... Step 5010 Discriminator Loss: 1.0247... Generator Loss: 0.8782
Epoch 1/1... Step 5020 Discriminator Loss: 1.3441... Generator Loss: 0.5990
Epoch 1/1... Step 5030 Discriminator Loss: 0.9566... Generator Loss: 1.0980
Epoch 1/1... Step 5040 Discriminator Loss: 0.9137... Generator Loss: 1.2398
Epoch 1/1... Step 5050 Discriminator Loss: 0.8346... Generator Loss: 1.3309
Epoch 1/1... Step 5060 Discriminator Loss: 0.9460... Generator Loss: 1.0006
Epoch 1/1... Step 5070 Discriminator Loss: 1.0062... Generator Loss: 0.9349
Epoch 1/1... Step 5080 Discriminator Loss: 0.8151... Generator Loss: 1.3992
Epoch 1/1... Step 5090 Discriminator Loss: 1.0016... Generator Loss: 1.9078
Epoch 1/1... Step 5100 Discriminator Loss: 0.9284... Generator Loss: 1.0117
Epoch 1/1... Step 5110 Discriminator Loss: 0.9815... Generator Loss: 0.8439
Epoch 1/1... Step 5120 Discriminator Loss: 1.3935... Generator Loss: 0.5563
Epoch 1/1... Step 5130 Discriminator Loss: 0.9546... Generator Loss: 1.5926
Epoch 1/1... Step 5140 Discriminator Loss: 1.0083... Generator Loss: 0.9521
Epoch 1/1... Step 5150 Discriminator Loss: 1.1617... Generator Loss: 0.8297
Epoch 1/1... Step 5160 Discriminator Loss: 1.1373... Generator Loss: 0.8475
Epoch 1/1... Step 5170 Discriminator Loss: 0.8838... Generator Loss: 1.8799
Epoch 1/1... Step 5180 Discriminator Loss: 0.8367... Generator Loss: 1.6324
Epoch 1/1... Step 5190 Discriminator Loss: 0.9936... Generator Loss: 0.9039
Epoch 1/1... Step 5200 Discriminator Loss: 1.4973... Generator Loss: 3.2454
Epoch 1/1... Step 5210 Discriminator Loss: 0.9969... Generator Loss: 0.8834
Epoch 1/1... Step 5220 Discriminator Loss: 1.0592... Generator Loss: 0.9300
Epoch 1/1... Step 5230 Discriminator Loss: 1.0837... Generator Loss: 0.8036
Epoch 1/1... Step 5240 Discriminator Loss: 0.7648... Generator Loss: 1.5062
Epoch 1/1... Step 5250 Discriminator Loss: 1.3463... Generator Loss: 0.6208
Epoch 1/1... Step 5260 Discriminator Loss: 1.0113... Generator Loss: 0.9337
Epoch 1/1... Step 5270 Discriminator Loss: 0.9817... Generator Loss: 1.0718
Epoch 1/1... Step 5280 Discriminator Loss: 0.9466... Generator Loss: 1.4773
Epoch 1/1... Step 5290 Discriminator Loss: 1.3068... Generator Loss: 0.5674
Epoch 1/1... Step 5300 Discriminator Loss: 0.7760... Generator Loss: 1.3411
Epoch 1/1... Step 5310 Discriminator Loss: 0.9364... Generator Loss: 1.0490
Epoch 1/1... Step 5320 Discriminator Loss: 1.2311... Generator Loss: 0.6914
Epoch 1/1... Step 5330 Discriminator Loss: 1.0680... Generator Loss: 0.8029
Epoch 1/1... Step 5340 Discriminator Loss: 1.5771... Generator Loss: 0.4162
Epoch 1/1... Step 5350 Discriminator Loss: 1.0047... Generator Loss: 1.2561
Epoch 1/1... Step 5360 Discriminator Loss: 1.0607... Generator Loss: 0.8623
Epoch 1/1... Step 5370 Discriminator Loss: 0.8139... Generator Loss: 1.5460
Epoch 1/1... Step 5380 Discriminator Loss: 0.8507... Generator Loss: 1.2778
Epoch 1/1... Step 5390 Discriminator Loss: 0.9584... Generator Loss: 1.0607
Epoch 1/1... Step 5400 Discriminator Loss: 0.9835... Generator Loss: 0.9202
Epoch 1/1... Step 5410 Discriminator Loss: 0.9375... Generator Loss: 1.0454
Epoch 1/1... Step 5420 Discriminator Loss: 0.8116... Generator Loss: 1.6091
Epoch 1/1... Step 5430 Discriminator Loss: 1.2251... Generator Loss: 0.6220
Epoch 1/1... Step 5440 Discriminator Loss: 1.2128... Generator Loss: 0.6434
Epoch 1/1... Step 5450 Discriminator Loss: 0.8049... Generator Loss: 1.4953
Epoch 1/1... Step 5460 Discriminator Loss: 1.1286... Generator Loss: 0.6899
Epoch 1/1... Step 5470 Discriminator Loss: 0.8058... Generator Loss: 1.2373
Epoch 1/1... Step 5480 Discriminator Loss: 1.5178... Generator Loss: 0.4265
Epoch 1/1... Step 5490 Discriminator Loss: 0.9052... Generator Loss: 0.9827
Epoch 1/1... Step 5500 Discriminator Loss: 0.9744... Generator Loss: 1.2732
Epoch 1/1... Step 5510 Discriminator Loss: 0.8121... Generator Loss: 1.9063
Epoch 1/1... Step 5520 Discriminator Loss: 1.1894... Generator Loss: 0.8062
Epoch 1/1... Step 5530 Discriminator Loss: 0.9844... Generator Loss: 1.1594
Epoch 1/1... Step 5540 Discriminator Loss: 0.8335... Generator Loss: 1.5894
Epoch 1/1... Step 5550 Discriminator Loss: 0.9395... Generator Loss: 0.9165
Epoch 1/1... Step 5560 Discriminator Loss: 0.9915... Generator Loss: 0.9943
Epoch 1/1... Step 5570 Discriminator Loss: 0.9355... Generator Loss: 1.1284
Epoch 1/1... Step 5580 Discriminator Loss: 0.9553... Generator Loss: 0.9441
Epoch 1/1... Step 5590 Discriminator Loss: 0.8764... Generator Loss: 1.1624
Epoch 1/1... Step 5600 Discriminator Loss: 0.9320... Generator Loss: 1.0020
Epoch 1/1... Step 5610 Discriminator Loss: 1.2997... Generator Loss: 0.6171
Epoch 1/1... Step 5620 Discriminator Loss: 1.2997... Generator Loss: 0.6303
Epoch 1/1... Step 5630 Discriminator Loss: 0.9101... Generator Loss: 1.1582
Epoch 1/1... Step 5640 Discriminator Loss: 0.9453... Generator Loss: 1.2066
Epoch 1/1... Step 5650 Discriminator Loss: 1.5915... Generator Loss: 0.4571
Epoch 1/1... Step 5660 Discriminator Loss: 0.9310... Generator Loss: 1.5225
Epoch 1/1... Step 5670 Discriminator Loss: 0.7924... Generator Loss: 1.3913
Epoch 1/1... Step 5680 Discriminator Loss: 1.0366... Generator Loss: 0.9331
Epoch 1/1... Step 5690 Discriminator Loss: 1.4059... Generator Loss: 0.5598
Epoch 1/1... Step 5700 Discriminator Loss: 0.9788... Generator Loss: 0.8879
Epoch 1/1... Step 5710 Discriminator Loss: 0.8538... Generator Loss: 1.4505
Epoch 1/1... Step 5720 Discriminator Loss: 0.8872... Generator Loss: 1.3697
Epoch 1/1... Step 5730 Discriminator Loss: 1.1577... Generator Loss: 0.7620
Epoch 1/1... Step 5740 Discriminator Loss: 0.8011... Generator Loss: 1.3056
Epoch 1/1... Step 5750 Discriminator Loss: 1.5209... Generator Loss: 0.4816
Epoch 1/1... Step 5760 Discriminator Loss: 1.3364... Generator Loss: 0.6569
Epoch 1/1... Step 5770 Discriminator Loss: 0.7670... Generator Loss: 1.7126
Epoch 1/1... Step 5780 Discriminator Loss: 0.9697... Generator Loss: 1.0720
Epoch 1/1... Step 5790 Discriminator Loss: 0.7859... Generator Loss: 1.2963
Epoch 1/1... Step 5800 Discriminator Loss: 1.6349... Generator Loss: 0.3852
Epoch 1/1... Step 5810 Discriminator Loss: 0.8113... Generator Loss: 1.6449
Epoch 1/1... Step 5820 Discriminator Loss: 1.0000... Generator Loss: 1.2045
Epoch 1/1... Step 5830 Discriminator Loss: 0.9620... Generator Loss: 1.0891
Epoch 1/1... Step 5840 Discriminator Loss: 0.8491... Generator Loss: 1.4235
Epoch 1/1... Step 5850 Discriminator Loss: 0.7548... Generator Loss: 1.4107
Epoch 1/1... Step 5860 Discriminator Loss: 0.8977... Generator Loss: 1.1103
Epoch 1/1... Step 5870 Discriminator Loss: 1.1653... Generator Loss: 0.7285
Epoch 1/1... Step 5880 Discriminator Loss: 0.9459... Generator Loss: 1.0033
Epoch 1/1... Step 5890 Discriminator Loss: 1.0701... Generator Loss: 0.8173
Epoch 1/1... Step 5900 Discriminator Loss: 0.8757... Generator Loss: 2.0502
Epoch 1/1... Step 5910 Discriminator Loss: 0.8895... Generator Loss: 1.5466
Epoch 1/1... Step 5920 Discriminator Loss: 0.9170... Generator Loss: 1.2778
Epoch 1/1... Step 5930 Discriminator Loss: 0.9971... Generator Loss: 1.1430
Epoch 1/1... Step 5940 Discriminator Loss: 0.9543... Generator Loss: 0.9900
Epoch 1/1... Step 5950 Discriminator Loss: 0.8730... Generator Loss: 1.3281
Epoch 1/1... Step 5960 Discriminator Loss: 0.9276... Generator Loss: 1.1008
Epoch 1/1... Step 5970 Discriminator Loss: 1.0996... Generator Loss: 1.2518
Epoch 1/1... Step 5980 Discriminator Loss: 1.1332... Generator Loss: 0.8331
Epoch 1/1... Step 5990 Discriminator Loss: 1.1427... Generator Loss: 0.8135
Epoch 1/1... Step 6000 Discriminator Loss: 1.1577... Generator Loss: 0.7036
Epoch 1/1... Step 6010 Discriminator Loss: 1.2960... Generator Loss: 0.5939
Epoch 1/1... Step 6020 Discriminator Loss: 0.8852... Generator Loss: 1.1313
Epoch 1/1... Step 6030 Discriminator Loss: 0.8499... Generator Loss: 1.1631
Epoch 1/1... Step 6040 Discriminator Loss: 0.9074... Generator Loss: 1.0990
Epoch 1/1... Step 6050 Discriminator Loss: 0.9511... Generator Loss: 1.0230
Epoch 1/1... Step 6060 Discriminator Loss: 1.4915... Generator Loss: 0.4495
Epoch 1/1... Step 6070 Discriminator Loss: 0.8412... Generator Loss: 1.2380
Epoch 1/1... Step 6080 Discriminator Loss: 0.8139... Generator Loss: 1.2213
Epoch 1/1... Step 6090 Discriminator Loss: 1.5804... Generator Loss: 0.4245
Epoch 1/1... Step 6100 Discriminator Loss: 0.8526... Generator Loss: 1.2976
Epoch 1/1... Step 6110 Discriminator Loss: 1.1183... Generator Loss: 0.8123
Epoch 1/1... Step 6120 Discriminator Loss: 1.0445... Generator Loss: 2.1915
Epoch 1/1... Step 6130 Discriminator Loss: 0.9108... Generator Loss: 1.0814
Epoch 1/1... Step 6140 Discriminator Loss: 0.8115... Generator Loss: 1.3210
Epoch 1/1... Step 6150 Discriminator Loss: 0.9196... Generator Loss: 1.0321
Epoch 1/1... Step 6160 Discriminator Loss: 0.9642... Generator Loss: 1.0094
Epoch 1/1... Step 6170 Discriminator Loss: 1.0469... Generator Loss: 0.8772
Epoch 1/1... Step 6180 Discriminator Loss: 0.8233... Generator Loss: 1.6135
Epoch 1/1... Step 6190 Discriminator Loss: 0.9516... Generator Loss: 0.9183
Epoch 1/1... Step 6200 Discriminator Loss: 1.0599... Generator Loss: 0.8021
Epoch 1/1... Step 6210 Discriminator Loss: 0.9721... Generator Loss: 0.9656
Epoch 1/1... Step 6220 Discriminator Loss: 1.1045... Generator Loss: 0.7167
Epoch 1/1... Step 6230 Discriminator Loss: 0.7722... Generator Loss: 1.6270
Epoch 1/1... Step 6240 Discriminator Loss: 0.8388... Generator Loss: 1.2711
Epoch 1/1... Step 6250 Discriminator Loss: 1.0982... Generator Loss: 0.7138
Epoch 1/1... Step 6260 Discriminator Loss: 0.6571... Generator Loss: 1.6734
Epoch 1/1... Step 6270 Discriminator Loss: 1.0854... Generator Loss: 0.8391
Epoch 1/1... Step 6280 Discriminator Loss: 0.8148... Generator Loss: 1.2983
Epoch 1/1... Step 6290 Discriminator Loss: 1.0471... Generator Loss: 0.8745
Epoch 1/1... Step 6300 Discriminator Loss: 0.9322... Generator Loss: 0.9967
Epoch 1/1... Step 6310 Discriminator Loss: 0.9574... Generator Loss: 0.9330
Epoch 1/1... Step 6320 Discriminator Loss: 0.8328... Generator Loss: 1.2311
Epoch 1/1... Step 6330 Discriminator Loss: 0.9854... Generator Loss: 0.9930
In [55]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.4
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 2.3116... Generator Loss: 10.7501
Epoch 1/1... Step 20 Discriminator Loss: 2.1019... Generator Loss: 0.3307
Epoch 1/1... Step 30 Discriminator Loss: 0.8379... Generator Loss: 3.1658
Epoch 1/1... Step 40 Discriminator Loss: 0.6900... Generator Loss: 1.8350
Epoch 1/1... Step 50 Discriminator Loss: 1.4268... Generator Loss: 0.5388
Epoch 1/1... Step 60 Discriminator Loss: 1.0029... Generator Loss: 1.6581
Epoch 1/1... Step 70 Discriminator Loss: 1.2134... Generator Loss: 1.5652
Epoch 1/1... Step 80 Discriminator Loss: 1.0440... Generator Loss: 0.7518
Epoch 1/1... Step 90 Discriminator Loss: 0.9907... Generator Loss: 0.8476
Epoch 1/1... Step 100 Discriminator Loss: 0.9723... Generator Loss: 1.2431
Epoch 1/1... Step 110 Discriminator Loss: 0.7136... Generator Loss: 1.8511
Epoch 1/1... Step 120 Discriminator Loss: 0.9389... Generator Loss: 1.1809
Epoch 1/1... Step 130 Discriminator Loss: 1.2966... Generator Loss: 0.6274
Epoch 1/1... Step 140 Discriminator Loss: 1.0723... Generator Loss: 1.6274
Epoch 1/1... Step 150 Discriminator Loss: 2.6092... Generator Loss: 2.8980
Epoch 1/1... Step 160 Discriminator Loss: 1.9404... Generator Loss: 0.2460
Epoch 1/1... Step 170 Discriminator Loss: 1.3288... Generator Loss: 0.9053
Epoch 1/1... Step 180 Discriminator Loss: 2.4794... Generator Loss: 0.1829
Epoch 1/1... Step 190 Discriminator Loss: 1.5740... Generator Loss: 0.4150
Epoch 1/1... Step 200 Discriminator Loss: 1.3839... Generator Loss: 1.2536
Epoch 1/1... Step 210 Discriminator Loss: 1.0714... Generator Loss: 1.0091
Epoch 1/1... Step 220 Discriminator Loss: 0.7817... Generator Loss: 1.9187
Epoch 1/1... Step 230 Discriminator Loss: 1.3954... Generator Loss: 0.6916
Epoch 1/1... Step 240 Discriminator Loss: 1.2466... Generator Loss: 0.7885
Epoch 1/1... Step 250 Discriminator Loss: 1.3900... Generator Loss: 1.5020
Epoch 1/1... Step 260 Discriminator Loss: 1.3298... Generator Loss: 1.5379
Epoch 1/1... Step 270 Discriminator Loss: 1.1606... Generator Loss: 1.3312
Epoch 1/1... Step 280 Discriminator Loss: 1.3764... Generator Loss: 1.6609
Epoch 1/1... Step 290 Discriminator Loss: 1.0270... Generator Loss: 0.8605
Epoch 1/1... Step 300 Discriminator Loss: 1.0088... Generator Loss: 1.2382
Epoch 1/1... Step 310 Discriminator Loss: 3.0084... Generator Loss: 0.0851
Epoch 1/1... Step 320 Discriminator Loss: 1.2072... Generator Loss: 0.8007
Epoch 1/1... Step 330 Discriminator Loss: 1.2597... Generator Loss: 0.9295
Epoch 1/1... Step 340 Discriminator Loss: 1.8752... Generator Loss: 0.3345
Epoch 1/1... Step 350 Discriminator Loss: 1.3143... Generator Loss: 0.6255
Epoch 1/1... Step 360 Discriminator Loss: 1.9448... Generator Loss: 2.3177
Epoch 1/1... Step 370 Discriminator Loss: 1.1971... Generator Loss: 0.9433
Epoch 1/1... Step 380 Discriminator Loss: 1.2068... Generator Loss: 0.9356
Epoch 1/1... Step 390 Discriminator Loss: 1.2709... Generator Loss: 0.8159
Epoch 1/1... Step 400 Discriminator Loss: 1.3848... Generator Loss: 2.2748
Epoch 1/1... Step 410 Discriminator Loss: 1.5294... Generator Loss: 0.5359
Epoch 1/1... Step 420 Discriminator Loss: 1.0904... Generator Loss: 0.8948
Epoch 1/1... Step 430 Discriminator Loss: 1.2716... Generator Loss: 0.6039
Epoch 1/1... Step 440 Discriminator Loss: 1.2853... Generator Loss: 0.9275
Epoch 1/1... Step 450 Discriminator Loss: 1.6031... Generator Loss: 0.4777
Epoch 1/1... Step 460 Discriminator Loss: 1.1529... Generator Loss: 0.8183
Epoch 1/1... Step 470 Discriminator Loss: 0.6592... Generator Loss: 1.4236
Epoch 1/1... Step 480 Discriminator Loss: 1.1505... Generator Loss: 1.8731
Epoch 1/1... Step 490 Discriminator Loss: 1.1599... Generator Loss: 0.7833
Epoch 1/1... Step 500 Discriminator Loss: 1.0637... Generator Loss: 1.6559
Epoch 1/1... Step 510 Discriminator Loss: 1.0000... Generator Loss: 0.8100
Epoch 1/1... Step 520 Discriminator Loss: 1.1271... Generator Loss: 1.6285
Epoch 1/1... Step 530 Discriminator Loss: 1.2831... Generator Loss: 0.6809
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Epoch 1/1... Step 560 Discriminator Loss: 1.3324... Generator Loss: 0.5201
Epoch 1/1... Step 570 Discriminator Loss: 1.0003... Generator Loss: 1.3782
Epoch 1/1... Step 580 Discriminator Loss: 0.9253... Generator Loss: 1.1004
Epoch 1/1... Step 590 Discriminator Loss: 1.3099... Generator Loss: 0.5906
Epoch 1/1... Step 600 Discriminator Loss: 1.1829... Generator Loss: 0.9227
Epoch 1/1... Step 610 Discriminator Loss: 0.8966... Generator Loss: 1.5080
Epoch 1/1... Step 620 Discriminator Loss: 1.3689... Generator Loss: 1.3426
Epoch 1/1... Step 630 Discriminator Loss: 1.3640... Generator Loss: 1.2238
Epoch 1/1... Step 640 Discriminator Loss: 1.1809... Generator Loss: 0.7237
Epoch 1/1... Step 650 Discriminator Loss: 1.3606... Generator Loss: 0.6514
Epoch 1/1... Step 660 Discriminator Loss: 1.1638... Generator Loss: 1.0497
Epoch 1/1... Step 670 Discriminator Loss: 0.7848... Generator Loss: 1.3336
Epoch 1/1... Step 680 Discriminator Loss: 1.3368... Generator Loss: 0.7710
Epoch 1/1... Step 690 Discriminator Loss: 0.6918... Generator Loss: 1.8228
Epoch 1/1... Step 700 Discriminator Loss: 1.1099... Generator Loss: 1.4325
Epoch 1/1... Step 710 Discriminator Loss: 1.0131... Generator Loss: 1.3330
Epoch 1/1... Step 720 Discriminator Loss: 1.3104... Generator Loss: 1.5339
Epoch 1/1... Step 730 Discriminator Loss: 1.2277... Generator Loss: 1.5153
Epoch 1/1... Step 740 Discriminator Loss: 1.2615... Generator Loss: 1.6165
Epoch 1/1... Step 750 Discriminator Loss: 1.4962... Generator Loss: 0.8444
Epoch 1/1... Step 760 Discriminator Loss: 0.8565... Generator Loss: 1.3733
Epoch 1/1... Step 770 Discriminator Loss: 1.4821... Generator Loss: 1.2334
Epoch 1/1... Step 780 Discriminator Loss: 1.2799... Generator Loss: 1.0050
Epoch 1/1... Step 790 Discriminator Loss: 1.1167... Generator Loss: 1.0536
Epoch 1/1... Step 800 Discriminator Loss: 1.2493... Generator Loss: 0.8062
Epoch 1/1... Step 810 Discriminator Loss: 1.3682... Generator Loss: 0.5742
Epoch 1/1... Step 820 Discriminator Loss: 0.7215... Generator Loss: 1.5998
Epoch 1/1... Step 830 Discriminator Loss: 1.0176... Generator Loss: 0.9276
Epoch 1/1... Step 840 Discriminator Loss: 1.1063... Generator Loss: 0.8722
Epoch 1/1... Step 850 Discriminator Loss: 1.3146... Generator Loss: 0.9555
Epoch 1/1... Step 860 Discriminator Loss: 1.1684... Generator Loss: 0.6921
Epoch 1/1... Step 870 Discriminator Loss: 0.9951... Generator Loss: 1.4284
Epoch 1/1... Step 880 Discriminator Loss: 1.1437... Generator Loss: 0.8319
Epoch 1/1... Step 890 Discriminator Loss: 1.3756... Generator Loss: 0.7371
Epoch 1/1... Step 900 Discriminator Loss: 1.5834... Generator Loss: 0.4404
Epoch 1/1... Step 910 Discriminator Loss: 1.2681... Generator Loss: 1.2203
Epoch 1/1... Step 920 Discriminator Loss: 0.9984... Generator Loss: 0.8488
Epoch 1/1... Step 930 Discriminator Loss: 0.9023... Generator Loss: 1.1984
Epoch 1/1... Step 940 Discriminator Loss: 1.1761... Generator Loss: 0.9759
Epoch 1/1... Step 950 Discriminator Loss: 1.3263... Generator Loss: 0.8744
Epoch 1/1... Step 960 Discriminator Loss: 1.2143... Generator Loss: 1.0229
Epoch 1/1... Step 970 Discriminator Loss: 0.8144... Generator Loss: 1.3517
Epoch 1/1... Step 980 Discriminator Loss: 0.8114... Generator Loss: 1.1728
Epoch 1/1... Step 990 Discriminator Loss: 0.9182... Generator Loss: 0.8874
Epoch 1/1... Step 1000 Discriminator Loss: 1.2343... Generator Loss: 1.3289
Epoch 1/1... Step 1010 Discriminator Loss: 0.9701... Generator Loss: 1.9626
Epoch 1/1... Step 1020 Discriminator Loss: 0.8610... Generator Loss: 0.9672
Epoch 1/1... Step 1030 Discriminator Loss: 1.2646... Generator Loss: 0.8834
Epoch 1/1... Step 1040 Discriminator Loss: 1.2926... Generator Loss: 0.8863
Epoch 1/1... Step 1050 Discriminator Loss: 1.2851... Generator Loss: 0.8726
Epoch 1/1... Step 1060 Discriminator Loss: 1.3004... Generator Loss: 1.3187
Epoch 1/1... Step 1070 Discriminator Loss: 1.0738... Generator Loss: 0.7653
Epoch 1/1... Step 1080 Discriminator Loss: 1.1321... Generator Loss: 0.7895
Epoch 1/1... Step 1090 Discriminator Loss: 1.3160... Generator Loss: 1.5728
Epoch 1/1... Step 1100 Discriminator Loss: 1.0217... Generator Loss: 0.8906
Epoch 1/1... Step 1110 Discriminator Loss: 1.1738... Generator Loss: 1.1570
Epoch 1/1... Step 1120 Discriminator Loss: 1.3836... Generator Loss: 0.9310
Epoch 1/1... Step 1130 Discriminator Loss: 1.0554... Generator Loss: 1.4702
Epoch 1/1... Step 1140 Discriminator Loss: 1.0947... Generator Loss: 1.0416
Epoch 1/1... Step 1150 Discriminator Loss: 0.9219... Generator Loss: 0.9117
Epoch 1/1... Step 1160 Discriminator Loss: 1.4053... Generator Loss: 0.7511
Epoch 1/1... Step 1170 Discriminator Loss: 1.1711... Generator Loss: 0.9739
Epoch 1/1... Step 1180 Discriminator Loss: 1.2062... Generator Loss: 0.9740
Epoch 1/1... Step 1190 Discriminator Loss: 1.2100... Generator Loss: 0.8892
Epoch 1/1... Step 1200 Discriminator Loss: 1.1497... Generator Loss: 1.0552
Epoch 1/1... Step 1210 Discriminator Loss: 2.4494... Generator Loss: 0.2240
Epoch 1/1... Step 1220 Discriminator Loss: 1.2687... Generator Loss: 0.8506
Epoch 1/1... Step 1230 Discriminator Loss: 1.4029... Generator Loss: 0.5823
Epoch 1/1... Step 1240 Discriminator Loss: 1.0045... Generator Loss: 0.9196
Epoch 1/1... Step 1250 Discriminator Loss: 1.0214... Generator Loss: 1.3731
Epoch 1/1... Step 1260 Discriminator Loss: 1.0449... Generator Loss: 1.2847
Epoch 1/1... Step 1270 Discriminator Loss: 1.1240... Generator Loss: 0.9544
Epoch 1/1... Step 1280 Discriminator Loss: 1.0705... Generator Loss: 1.0704
Epoch 1/1... Step 1290 Discriminator Loss: 1.0298... Generator Loss: 1.3350
Epoch 1/1... Step 1300 Discriminator Loss: 1.1203... Generator Loss: 0.8962
Epoch 1/1... Step 1310 Discriminator Loss: 0.9125... Generator Loss: 1.8281
Epoch 1/1... Step 1320 Discriminator Loss: 0.7858... Generator Loss: 1.3560
Epoch 1/1... Step 1330 Discriminator Loss: 1.1642... Generator Loss: 1.2304
Epoch 1/1... Step 1340 Discriminator Loss: 1.2351... Generator Loss: 0.9961
Epoch 1/1... Step 1350 Discriminator Loss: 0.9576... Generator Loss: 1.4361
Epoch 1/1... Step 1360 Discriminator Loss: 1.1215... Generator Loss: 1.5326
Epoch 1/1... Step 1370 Discriminator Loss: 1.1245... Generator Loss: 1.1922
Epoch 1/1... Step 1380 Discriminator Loss: 0.8556... Generator Loss: 0.9830
Epoch 1/1... Step 1390 Discriminator Loss: 0.9109... Generator Loss: 0.9635
Epoch 1/1... Step 1400 Discriminator Loss: 1.0369... Generator Loss: 0.9020
Epoch 1/1... Step 1410 Discriminator Loss: 0.9275... Generator Loss: 0.9497
Epoch 1/1... Step 1420 Discriminator Loss: 0.9451... Generator Loss: 1.1832
Epoch 1/1... Step 1430 Discriminator Loss: 1.2887... Generator Loss: 0.5910
Epoch 1/1... Step 1440 Discriminator Loss: 1.2401... Generator Loss: 0.9928
Epoch 1/1... Step 1450 Discriminator Loss: 1.1206... Generator Loss: 0.7384
Epoch 1/1... Step 1460 Discriminator Loss: 1.0294... Generator Loss: 0.8289
Epoch 1/1... Step 1470 Discriminator Loss: 1.0725... Generator Loss: 0.9528
Epoch 1/1... Step 1480 Discriminator Loss: 1.0762... Generator Loss: 0.9796
Epoch 1/1... Step 1490 Discriminator Loss: 1.0732... Generator Loss: 1.0673
Epoch 1/1... Step 1500 Discriminator Loss: 1.1997... Generator Loss: 1.0631
Epoch 1/1... Step 1510 Discriminator Loss: 1.1934... Generator Loss: 0.7459
Epoch 1/1... Step 1520 Discriminator Loss: 0.9822... Generator Loss: 0.9597
Epoch 1/1... Step 1530 Discriminator Loss: 1.0182... Generator Loss: 0.8308
Epoch 1/1... Step 1540 Discriminator Loss: 1.0570... Generator Loss: 1.0559
Epoch 1/1... Step 1550 Discriminator Loss: 1.1718... Generator Loss: 0.8897
Epoch 1/1... Step 1560 Discriminator Loss: 1.1221... Generator Loss: 1.3094
Epoch 1/1... Step 1570 Discriminator Loss: 1.0974... Generator Loss: 0.8254
Epoch 1/1... Step 1580 Discriminator Loss: 2.0627... Generator Loss: 0.2565
Epoch 1/1... Step 1590 Discriminator Loss: 1.3602... Generator Loss: 0.5797
Epoch 1/1... Step 1600 Discriminator Loss: 1.1268... Generator Loss: 0.7205
Epoch 1/1... Step 1610 Discriminator Loss: 1.2528... Generator Loss: 0.8264
Epoch 1/1... Step 1620 Discriminator Loss: 0.9122... Generator Loss: 1.2805
Epoch 1/1... Step 1630 Discriminator Loss: 1.5553... Generator Loss: 0.4914
Epoch 1/1... Step 1640 Discriminator Loss: 1.3608... Generator Loss: 0.6422
Epoch 1/1... Step 1650 Discriminator Loss: 1.0036... Generator Loss: 0.9880
Epoch 1/1... Step 1660 Discriminator Loss: 1.1034... Generator Loss: 1.8917
Epoch 1/1... Step 1670 Discriminator Loss: 1.0665... Generator Loss: 0.8348
Epoch 1/1... Step 1680 Discriminator Loss: 1.3457... Generator Loss: 0.7317
Epoch 1/1... Step 1690 Discriminator Loss: 0.9115... Generator Loss: 1.1057
Epoch 1/1... Step 1700 Discriminator Loss: 1.0182... Generator Loss: 0.8748
Epoch 1/1... Step 1710 Discriminator Loss: 1.1140... Generator Loss: 0.8991
Epoch 1/1... Step 1720 Discriminator Loss: 1.0980... Generator Loss: 0.8452
Epoch 1/1... Step 1730 Discriminator Loss: 1.2426... Generator Loss: 0.8746
Epoch 1/1... Step 1740 Discriminator Loss: 0.9526... Generator Loss: 0.9518
Epoch 1/1... Step 1750 Discriminator Loss: 1.5121... Generator Loss: 2.0010
Epoch 1/1... Step 1760 Discriminator Loss: 1.1923... Generator Loss: 0.7501
Epoch 1/1... Step 1770 Discriminator Loss: 1.1844... Generator Loss: 0.8599
Epoch 1/1... Step 1780 Discriminator Loss: 1.1495... Generator Loss: 0.7586
Epoch 1/1... Step 1790 Discriminator Loss: 1.5240... Generator Loss: 0.4384
Epoch 1/1... Step 1800 Discriminator Loss: 1.0339... Generator Loss: 0.9511
Epoch 1/1... Step 1810 Discriminator Loss: 1.1297... Generator Loss: 0.7421
Epoch 1/1... Step 1820 Discriminator Loss: 0.8145... Generator Loss: 1.1676
Epoch 1/1... Step 1830 Discriminator Loss: 1.0547... Generator Loss: 1.0337
Epoch 1/1... Step 1840 Discriminator Loss: 1.2647... Generator Loss: 0.6176
Epoch 1/1... Step 1850 Discriminator Loss: 0.9902... Generator Loss: 1.4018
Epoch 1/1... Step 1860 Discriminator Loss: 0.9678... Generator Loss: 1.2558
Epoch 1/1... Step 1870 Discriminator Loss: 1.6435... Generator Loss: 0.3601
Epoch 1/1... Step 1880 Discriminator Loss: 0.9072... Generator Loss: 1.2687
Epoch 1/1... Step 1890 Discriminator Loss: 0.8011... Generator Loss: 1.0686
Epoch 1/1... Step 1900 Discriminator Loss: 1.5442... Generator Loss: 0.6063
Epoch 1/1... Step 1910 Discriminator Loss: 1.0280... Generator Loss: 0.9511
Epoch 1/1... Step 1920 Discriminator Loss: 1.0108... Generator Loss: 1.2691
Epoch 1/1... Step 1930 Discriminator Loss: 0.8020... Generator Loss: 1.4259
Epoch 1/1... Step 1940 Discriminator Loss: 1.1567... Generator Loss: 1.3575
Epoch 1/1... Step 1950 Discriminator Loss: 1.0837... Generator Loss: 1.3420
Epoch 1/1... Step 1960 Discriminator Loss: 1.0897... Generator Loss: 0.7424
Epoch 1/1... Step 1970 Discriminator Loss: 1.1288... Generator Loss: 0.9939
Epoch 1/1... Step 1980 Discriminator Loss: 1.2486... Generator Loss: 1.0411
Epoch 1/1... Step 1990 Discriminator Loss: 1.6932... Generator Loss: 2.5669
Epoch 1/1... Step 2000 Discriminator Loss: 1.2540... Generator Loss: 1.3727
Epoch 1/1... Step 2010 Discriminator Loss: 1.0795... Generator Loss: 1.0708
Epoch 1/1... Step 2020 Discriminator Loss: 0.9573... Generator Loss: 0.9547
Epoch 1/1... Step 2030 Discriminator Loss: 1.0719... Generator Loss: 1.2891
Epoch 1/1... Step 2040 Discriminator Loss: 1.0908... Generator Loss: 1.6702
Epoch 1/1... Step 2050 Discriminator Loss: 1.0869... Generator Loss: 1.5844
Epoch 1/1... Step 2060 Discriminator Loss: 0.9685... Generator Loss: 1.1885
Epoch 1/1... Step 2070 Discriminator Loss: 0.9441... Generator Loss: 1.0963
Epoch 1/1... Step 2080 Discriminator Loss: 1.0039... Generator Loss: 0.9668
Epoch 1/1... Step 2090 Discriminator Loss: 0.9702... Generator Loss: 0.8662
Epoch 1/1... Step 2100 Discriminator Loss: 0.9361... Generator Loss: 1.0881
Epoch 1/1... Step 2110 Discriminator Loss: 1.1217... Generator Loss: 0.7499
Epoch 1/1... Step 2120 Discriminator Loss: 1.2476... Generator Loss: 0.9278
Epoch 1/1... Step 2130 Discriminator Loss: 1.0580... Generator Loss: 0.8036
Epoch 1/1... Step 2140 Discriminator Loss: 1.2374... Generator Loss: 0.6268
Epoch 1/1... Step 2150 Discriminator Loss: 0.9860... Generator Loss: 1.0575
Epoch 1/1... Step 2160 Discriminator Loss: 0.8647... Generator Loss: 1.1174
Epoch 1/1... Step 2170 Discriminator Loss: 1.1215... Generator Loss: 1.0964
Epoch 1/1... Step 2180 Discriminator Loss: 1.1955... Generator Loss: 0.7272
Epoch 1/1... Step 2190 Discriminator Loss: 1.1183... Generator Loss: 1.5543
Epoch 1/1... Step 2200 Discriminator Loss: 1.0142... Generator Loss: 0.8882
Epoch 1/1... Step 2210 Discriminator Loss: 1.1740... Generator Loss: 0.8823
Epoch 1/1... Step 2220 Discriminator Loss: 1.1577... Generator Loss: 0.7595
Epoch 1/1... Step 2230 Discriminator Loss: 0.8368... Generator Loss: 1.2350
Epoch 1/1... Step 2240 Discriminator Loss: 1.0868... Generator Loss: 1.1087
Epoch 1/1... Step 2250 Discriminator Loss: 2.1807... Generator Loss: 3.0539
Epoch 1/1... Step 2260 Discriminator Loss: 1.1375... Generator Loss: 0.8808
Epoch 1/1... Step 2270 Discriminator Loss: 1.1441... Generator Loss: 1.0565
Epoch 1/1... Step 2280 Discriminator Loss: 1.1254... Generator Loss: 0.7536
Epoch 1/1... Step 2290 Discriminator Loss: 1.5600... Generator Loss: 0.5112
Epoch 1/1... Step 2300 Discriminator Loss: 1.1955... Generator Loss: 1.6110
Epoch 1/1... Step 2310 Discriminator Loss: 0.9902... Generator Loss: 1.0016
Epoch 1/1... Step 2320 Discriminator Loss: 1.0617... Generator Loss: 1.5850
Epoch 1/1... Step 2330 Discriminator Loss: 1.0463... Generator Loss: 1.5587
Epoch 1/1... Step 2340 Discriminator Loss: 0.9169... Generator Loss: 1.1642
Epoch 1/1... Step 2350 Discriminator Loss: 1.0376... Generator Loss: 1.0079
Epoch 1/1... Step 2360 Discriminator Loss: 0.8595... Generator Loss: 1.0188
Epoch 1/1... Step 2370 Discriminator Loss: 0.8258... Generator Loss: 1.2168
Epoch 1/1... Step 2380 Discriminator Loss: 0.7195... Generator Loss: 1.2230
Epoch 1/1... Step 2390 Discriminator Loss: 1.1990... Generator Loss: 0.8330
Epoch 1/1... Step 2400 Discriminator Loss: 1.0329... Generator Loss: 0.8764
Epoch 1/1... Step 2410 Discriminator Loss: 0.9443... Generator Loss: 0.9230
Epoch 1/1... Step 2420 Discriminator Loss: 2.2157... Generator Loss: 0.2186
Epoch 1/1... Step 2430 Discriminator Loss: 0.9682... Generator Loss: 0.9129
Epoch 1/1... Step 2440 Discriminator Loss: 1.1787... Generator Loss: 0.7252
Epoch 1/1... Step 2450 Discriminator Loss: 1.1764... Generator Loss: 0.9125
Epoch 1/1... Step 2460 Discriminator Loss: 0.9420... Generator Loss: 0.9864
Epoch 1/1... Step 2470 Discriminator Loss: 2.1431... Generator Loss: 0.2397
Epoch 1/1... Step 2480 Discriminator Loss: 1.0863... Generator Loss: 0.7916
Epoch 1/1... Step 2490 Discriminator Loss: 1.1103... Generator Loss: 0.8570
Epoch 1/1... Step 2500 Discriminator Loss: 1.0565... Generator Loss: 0.9329
Epoch 1/1... Step 2510 Discriminator Loss: 1.0308... Generator Loss: 1.2300
Epoch 1/1... Step 2520 Discriminator Loss: 1.0380... Generator Loss: 1.7788
Epoch 1/1... Step 2530 Discriminator Loss: 1.0721... Generator Loss: 0.9680
Epoch 1/1... Step 2540 Discriminator Loss: 0.8975... Generator Loss: 0.8919
Epoch 1/1... Step 2550 Discriminator Loss: 1.1412... Generator Loss: 1.5122
Epoch 1/1... Step 2560 Discriminator Loss: 0.7756... Generator Loss: 1.5119
Epoch 1/1... Step 2570 Discriminator Loss: 1.0639... Generator Loss: 1.2400
Epoch 1/1... Step 2580 Discriminator Loss: 1.0748... Generator Loss: 1.1163
Epoch 1/1... Step 2590 Discriminator Loss: 0.9362... Generator Loss: 1.2540
Epoch 1/1... Step 2600 Discriminator Loss: 1.3877... Generator Loss: 2.1265
Epoch 1/1... Step 2610 Discriminator Loss: 1.1118... Generator Loss: 1.4511
Epoch 1/1... Step 2620 Discriminator Loss: 0.8835... Generator Loss: 1.2337
Epoch 1/1... Step 2630 Discriminator Loss: 1.1268... Generator Loss: 0.7892
Epoch 1/1... Step 2640 Discriminator Loss: 1.0890... Generator Loss: 0.6960
Epoch 1/1... Step 2650 Discriminator Loss: 1.1172... Generator Loss: 1.3432
Epoch 1/1... Step 2660 Discriminator Loss: 0.8787... Generator Loss: 1.0806
Epoch 1/1... Step 2670 Discriminator Loss: 1.0989... Generator Loss: 1.7559
Epoch 1/1... Step 2680 Discriminator Loss: 1.1340... Generator Loss: 0.8191
Epoch 1/1... Step 2690 Discriminator Loss: 1.2152... Generator Loss: 1.5529
Epoch 1/1... Step 2700 Discriminator Loss: 1.0494... Generator Loss: 1.2386
Epoch 1/1... Step 2710 Discriminator Loss: 1.0956... Generator Loss: 1.5185
Epoch 1/1... Step 2720 Discriminator Loss: 0.9332... Generator Loss: 1.1634
Epoch 1/1... Step 2730 Discriminator Loss: 0.9801... Generator Loss: 0.9217
Epoch 1/1... Step 2740 Discriminator Loss: 1.1021... Generator Loss: 1.0477
Epoch 1/1... Step 2750 Discriminator Loss: 1.3485... Generator Loss: 0.5651
Epoch 1/1... Step 2760 Discriminator Loss: 0.8288... Generator Loss: 1.2423
Epoch 1/1... Step 2770 Discriminator Loss: 1.0158... Generator Loss: 1.0094
Epoch 1/1... Step 2780 Discriminator Loss: 1.4754... Generator Loss: 0.4592
Epoch 1/1... Step 2790 Discriminator Loss: 1.1573... Generator Loss: 0.9593
Epoch 1/1... Step 2800 Discriminator Loss: 1.1597... Generator Loss: 1.5276
Epoch 1/1... Step 2810 Discriminator Loss: 1.0131... Generator Loss: 1.1024
Epoch 1/1... Step 2820 Discriminator Loss: 1.0460... Generator Loss: 0.8435
Epoch 1/1... Step 2830 Discriminator Loss: 1.2071... Generator Loss: 0.6429
Epoch 1/1... Step 2840 Discriminator Loss: 1.1502... Generator Loss: 0.6829
Epoch 1/1... Step 2850 Discriminator Loss: 0.7462... Generator Loss: 1.4361
Epoch 1/1... Step 2860 Discriminator Loss: 1.3823... Generator Loss: 1.6804
Epoch 1/1... Step 2870 Discriminator Loss: 1.0557... Generator Loss: 0.9991
Epoch 1/1... Step 2880 Discriminator Loss: 0.9150... Generator Loss: 0.9613
Epoch 1/1... Step 2890 Discriminator Loss: 1.4293... Generator Loss: 0.4876
Epoch 1/1... Step 2900 Discriminator Loss: 0.8831... Generator Loss: 1.2123
Epoch 1/1... Step 2910 Discriminator Loss: 1.0953... Generator Loss: 0.6932
Epoch 1/1... Step 2920 Discriminator Loss: 1.3607... Generator Loss: 0.5713
Epoch 1/1... Step 2930 Discriminator Loss: 0.8703... Generator Loss: 1.4128
Epoch 1/1... Step 2940 Discriminator Loss: 1.3964... Generator Loss: 0.5864
Epoch 1/1... Step 2950 Discriminator Loss: 1.0329... Generator Loss: 1.7405
Epoch 1/1... Step 2960 Discriminator Loss: 1.0996... Generator Loss: 1.3018
Epoch 1/1... Step 2970 Discriminator Loss: 1.1686... Generator Loss: 0.7803
Epoch 1/1... Step 2980 Discriminator Loss: 1.0936... Generator Loss: 1.3487
Epoch 1/1... Step 2990 Discriminator Loss: 0.9131... Generator Loss: 1.1275
Epoch 1/1... Step 3000 Discriminator Loss: 1.0615... Generator Loss: 0.9328
Epoch 1/1... Step 3010 Discriminator Loss: 1.0947... Generator Loss: 0.8552
Epoch 1/1... Step 3020 Discriminator Loss: 1.0398... Generator Loss: 0.9441
Epoch 1/1... Step 3030 Discriminator Loss: 0.8924... Generator Loss: 1.3693
Epoch 1/1... Step 3040 Discriminator Loss: 1.0159... Generator Loss: 1.0256
Epoch 1/1... Step 3050 Discriminator Loss: 1.1683... Generator Loss: 0.8376
Epoch 1/1... Step 3060 Discriminator Loss: 0.9972... Generator Loss: 1.4224
Epoch 1/1... Step 3070 Discriminator Loss: 1.0028... Generator Loss: 0.9821
Epoch 1/1... Step 3080 Discriminator Loss: 1.0138... Generator Loss: 1.8087
Epoch 1/1... Step 3090 Discriminator Loss: 1.1218... Generator Loss: 0.7210
Epoch 1/1... Step 3100 Discriminator Loss: 1.0925... Generator Loss: 1.9304
Epoch 1/1... Step 3110 Discriminator Loss: 1.2412... Generator Loss: 0.6072
Epoch 1/1... Step 3120 Discriminator Loss: 1.0509... Generator Loss: 0.7518
Epoch 1/1... Step 3130 Discriminator Loss: 1.0401... Generator Loss: 0.9417
Epoch 1/1... Step 3140 Discriminator Loss: 1.1657... Generator Loss: 0.9057
Epoch 1/1... Step 3150 Discriminator Loss: 0.9813... Generator Loss: 0.9000
Epoch 1/1... Step 3160 Discriminator Loss: 1.0092... Generator Loss: 1.3224
Epoch 1/1... Step 3170 Discriminator Loss: 1.1363... Generator Loss: 0.7593
Epoch 1/1... Step 3180 Discriminator Loss: 0.9255... Generator Loss: 1.0824
Epoch 1/1... Step 3190 Discriminator Loss: 0.9665... Generator Loss: 0.8244
Epoch 1/1... Step 3200 Discriminator Loss: 1.0234... Generator Loss: 0.8071
Epoch 1/1... Step 3210 Discriminator Loss: 0.9469... Generator Loss: 1.2757
Epoch 1/1... Step 3220 Discriminator Loss: 0.9008... Generator Loss: 1.4851
Epoch 1/1... Step 3230 Discriminator Loss: 1.3196... Generator Loss: 0.5781
Epoch 1/1... Step 3240 Discriminator Loss: 0.8983... Generator Loss: 1.1299
Epoch 1/1... Step 3250 Discriminator Loss: 0.8685... Generator Loss: 1.1801
Epoch 1/1... Step 3260 Discriminator Loss: 1.2369... Generator Loss: 1.4142
Epoch 1/1... Step 3270 Discriminator Loss: 1.0946... Generator Loss: 0.8378
Epoch 1/1... Step 3280 Discriminator Loss: 1.0586... Generator Loss: 1.3001
Epoch 1/1... Step 3290 Discriminator Loss: 1.4764... Generator Loss: 0.5257
Epoch 1/1... Step 3300 Discriminator Loss: 0.8509... Generator Loss: 1.0980
Epoch 1/1... Step 3310 Discriminator Loss: 1.2105... Generator Loss: 0.7628
Epoch 1/1... Step 3320 Discriminator Loss: 1.1541... Generator Loss: 0.7745
Epoch 1/1... Step 3330 Discriminator Loss: 1.0352... Generator Loss: 0.8670
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Epoch 1/1... Step 3400 Discriminator Loss: 0.9532... Generator Loss: 0.9373
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Epoch 1/1... Step 3490 Discriminator Loss: 0.9819... Generator Loss: 1.2034
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Epoch 1/1... Step 3590 Discriminator Loss: 0.9140... Generator Loss: 1.0100
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Epoch 1/1... Step 3710 Discriminator Loss: 0.9009... Generator Loss: 1.5902
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Epoch 1/1... Step 3730 Discriminator Loss: 1.0931... Generator Loss: 1.1311
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Epoch 1/1... Step 3770 Discriminator Loss: 1.5036... Generator Loss: 0.4324
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Epoch 1/1... Step 3790 Discriminator Loss: 1.0743... Generator Loss: 0.8920
Epoch 1/1... Step 3800 Discriminator Loss: 0.7902... Generator Loss: 1.3215
Epoch 1/1... Step 3810 Discriminator Loss: 0.8863... Generator Loss: 1.8696
Epoch 1/1... Step 3820 Discriminator Loss: 0.9122... Generator Loss: 1.0947
Epoch 1/1... Step 3830 Discriminator Loss: 1.1179... Generator Loss: 0.7655
Epoch 1/1... Step 3840 Discriminator Loss: 0.9301... Generator Loss: 0.9918
Epoch 1/1... Step 3850 Discriminator Loss: 0.7896... Generator Loss: 1.2597
Epoch 1/1... Step 3860 Discriminator Loss: 1.2002... Generator Loss: 0.7575
Epoch 1/1... Step 3870 Discriminator Loss: 0.9549... Generator Loss: 0.9671
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Epoch 1/1... Step 3890 Discriminator Loss: 0.8035... Generator Loss: 1.3106
Epoch 1/1... Step 3900 Discriminator Loss: 0.9063... Generator Loss: 1.1404
Epoch 1/1... Step 3910 Discriminator Loss: 1.3072... Generator Loss: 0.6179
Epoch 1/1... Step 3920 Discriminator Loss: 0.8604... Generator Loss: 1.0489
Epoch 1/1... Step 3930 Discriminator Loss: 1.0848... Generator Loss: 0.9156
Epoch 1/1... Step 3940 Discriminator Loss: 0.9982... Generator Loss: 1.5453
Epoch 1/1... Step 3950 Discriminator Loss: 0.7431... Generator Loss: 1.6576
Epoch 1/1... Step 3960 Discriminator Loss: 1.2337... Generator Loss: 0.7307
Epoch 1/1... Step 3970 Discriminator Loss: 2.0346... Generator Loss: 3.0293
Epoch 1/1... Step 3980 Discriminator Loss: 0.9840... Generator Loss: 1.2611
Epoch 1/1... Step 3990 Discriminator Loss: 1.0005... Generator Loss: 0.9184
Epoch 1/1... Step 4000 Discriminator Loss: 0.9096... Generator Loss: 1.3132
Epoch 1/1... Step 4010 Discriminator Loss: 1.2908... Generator Loss: 0.6319
Epoch 1/1... Step 4020 Discriminator Loss: 1.2625... Generator Loss: 0.6026
Epoch 1/1... Step 4030 Discriminator Loss: 0.9941... Generator Loss: 1.2496
Epoch 1/1... Step 4040 Discriminator Loss: 1.0822... Generator Loss: 1.3022
Epoch 1/1... Step 4050 Discriminator Loss: 1.2485... Generator Loss: 0.5906
Epoch 1/1... Step 4060 Discriminator Loss: 1.0428... Generator Loss: 1.2237
Epoch 1/1... Step 4070 Discriminator Loss: 0.9647... Generator Loss: 1.0402
Epoch 1/1... Step 4080 Discriminator Loss: 0.7503... Generator Loss: 1.2575
Epoch 1/1... Step 4090 Discriminator Loss: 0.9037... Generator Loss: 1.9894
Epoch 1/1... Step 4100 Discriminator Loss: 1.6085... Generator Loss: 0.4167
Epoch 1/1... Step 4110 Discriminator Loss: 1.0730... Generator Loss: 0.9127
Epoch 1/1... Step 4120 Discriminator Loss: 1.1594... Generator Loss: 1.8480
Epoch 1/1... Step 4130 Discriminator Loss: 1.2072... Generator Loss: 0.7310
Epoch 1/1... Step 4140 Discriminator Loss: 0.9340... Generator Loss: 1.2171
Epoch 1/1... Step 4150 Discriminator Loss: 0.9708... Generator Loss: 0.9727
Epoch 1/1... Step 4160 Discriminator Loss: 1.0726... Generator Loss: 0.7308
Epoch 1/1... Step 4170 Discriminator Loss: 1.3309... Generator Loss: 0.5609
Epoch 1/1... Step 4180 Discriminator Loss: 1.1720... Generator Loss: 0.7926
Epoch 1/1... Step 4190 Discriminator Loss: 1.2429... Generator Loss: 1.5148
Epoch 1/1... Step 4200 Discriminator Loss: 1.0063... Generator Loss: 0.8236
Epoch 1/1... Step 4210 Discriminator Loss: 0.9595... Generator Loss: 1.2292
Epoch 1/1... Step 4220 Discriminator Loss: 0.9797... Generator Loss: 1.1012
Epoch 1/1... Step 4230 Discriminator Loss: 0.9004... Generator Loss: 1.1821
Epoch 1/1... Step 4240 Discriminator Loss: 0.8801... Generator Loss: 1.6722
Epoch 1/1... Step 4250 Discriminator Loss: 0.9826... Generator Loss: 1.2047
Epoch 1/1... Step 4260 Discriminator Loss: 0.9068... Generator Loss: 1.2759
Epoch 1/1... Step 4270 Discriminator Loss: 0.9007... Generator Loss: 1.3491
Epoch 1/1... Step 4280 Discriminator Loss: 1.0963... Generator Loss: 0.7447
Epoch 1/1... Step 4290 Discriminator Loss: 1.1521... Generator Loss: 0.7764
Epoch 1/1... Step 4300 Discriminator Loss: 1.2015... Generator Loss: 0.6955
Epoch 1/1... Step 4310 Discriminator Loss: 1.0432... Generator Loss: 0.8682
Epoch 1/1... Step 4320 Discriminator Loss: 0.7836... Generator Loss: 1.3365
Epoch 1/1... Step 4330 Discriminator Loss: 0.9843... Generator Loss: 1.7227
Epoch 1/1... Step 4340 Discriminator Loss: 0.9053... Generator Loss: 1.1045
Epoch 1/1... Step 4350 Discriminator Loss: 0.9206... Generator Loss: 1.0510
Epoch 1/1... Step 4360 Discriminator Loss: 1.2050... Generator Loss: 0.6692
Epoch 1/1... Step 4370 Discriminator Loss: 0.9536... Generator Loss: 1.0060
Epoch 1/1... Step 4380 Discriminator Loss: 0.8376... Generator Loss: 1.2722
Epoch 1/1... Step 4390 Discriminator Loss: 1.1878... Generator Loss: 0.6464
Epoch 1/1... Step 4400 Discriminator Loss: 1.0148... Generator Loss: 1.0579
Epoch 1/1... Step 4410 Discriminator Loss: 1.2852... Generator Loss: 0.6238
Epoch 1/1... Step 4420 Discriminator Loss: 0.8786... Generator Loss: 1.2390
Epoch 1/1... Step 4430 Discriminator Loss: 1.0212... Generator Loss: 1.4817
Epoch 1/1... Step 4440 Discriminator Loss: 0.8617... Generator Loss: 1.3854
Epoch 1/1... Step 4450 Discriminator Loss: 1.1627... Generator Loss: 0.6651
Epoch 1/1... Step 4460 Discriminator Loss: 1.2024... Generator Loss: 0.7494
Epoch 1/1... Step 4470 Discriminator Loss: 1.0530... Generator Loss: 0.7626
Epoch 1/1... Step 4480 Discriminator Loss: 0.9982... Generator Loss: 0.8603
Epoch 1/1... Step 4490 Discriminator Loss: 0.8622... Generator Loss: 1.2267
Epoch 1/1... Step 4500 Discriminator Loss: 0.7183... Generator Loss: 1.7262
Epoch 1/1... Step 4510 Discriminator Loss: 1.0585... Generator Loss: 0.9220
Epoch 1/1... Step 4520 Discriminator Loss: 1.0729... Generator Loss: 0.8157
Epoch 1/1... Step 4530 Discriminator Loss: 1.0073... Generator Loss: 1.0541
Epoch 1/1... Step 4540 Discriminator Loss: 1.2337... Generator Loss: 0.6142
Epoch 1/1... Step 4550 Discriminator Loss: 1.1669... Generator Loss: 0.7884
Epoch 1/1... Step 4560 Discriminator Loss: 1.3999... Generator Loss: 0.5347
Epoch 1/1... Step 4570 Discriminator Loss: 1.2039... Generator Loss: 0.7265
Epoch 1/1... Step 4580 Discriminator Loss: 0.8322... Generator Loss: 1.3832
Epoch 1/1... Step 4590 Discriminator Loss: 0.9578... Generator Loss: 1.1462
Epoch 1/1... Step 4600 Discriminator Loss: 1.4136... Generator Loss: 0.7294
Epoch 1/1... Step 4610 Discriminator Loss: 1.0265... Generator Loss: 0.8304
Epoch 1/1... Step 4620 Discriminator Loss: 0.9095... Generator Loss: 1.3252
Epoch 1/1... Step 4630 Discriminator Loss: 0.9846... Generator Loss: 1.5734
Epoch 1/1... Step 4640 Discriminator Loss: 1.2252... Generator Loss: 0.6445
Epoch 1/1... Step 4650 Discriminator Loss: 0.9942... Generator Loss: 0.8705
Epoch 1/1... Step 4660 Discriminator Loss: 0.8309... Generator Loss: 1.1969
Epoch 1/1... Step 4670 Discriminator Loss: 1.0572... Generator Loss: 0.8102
Epoch 1/1... Step 4680 Discriminator Loss: 0.7784... Generator Loss: 1.3804
Epoch 1/1... Step 4690 Discriminator Loss: 1.7828... Generator Loss: 0.3559
Epoch 1/1... Step 4700 Discriminator Loss: 1.2852... Generator Loss: 0.7601
Epoch 1/1... Step 4710 Discriminator Loss: 0.7972... Generator Loss: 1.3365
Epoch 1/1... Step 4720 Discriminator Loss: 0.9568... Generator Loss: 1.2245
Epoch 1/1... Step 4730 Discriminator Loss: 0.7308... Generator Loss: 1.5818
Epoch 1/1... Step 4740 Discriminator Loss: 1.2582... Generator Loss: 0.6267
Epoch 1/1... Step 4750 Discriminator Loss: 1.2179... Generator Loss: 1.3724
Epoch 1/1... Step 4760 Discriminator Loss: 0.7997... Generator Loss: 1.6063
Epoch 1/1... Step 4770 Discriminator Loss: 0.9530... Generator Loss: 1.3661
Epoch 1/1... Step 4780 Discriminator Loss: 1.0294... Generator Loss: 1.1365
Epoch 1/1... Step 4790 Discriminator Loss: 1.1859... Generator Loss: 0.6501
Epoch 1/1... Step 4800 Discriminator Loss: 0.9843... Generator Loss: 1.0010
Epoch 1/1... Step 4810 Discriminator Loss: 0.9057... Generator Loss: 0.9739
Epoch 1/1... Step 4820 Discriminator Loss: 0.8355... Generator Loss: 1.1950
Epoch 1/1... Step 4830 Discriminator Loss: 1.7560... Generator Loss: 0.3758
Epoch 1/1... Step 4840 Discriminator Loss: 0.8928... Generator Loss: 1.2190
Epoch 1/1... Step 4850 Discriminator Loss: 1.0165... Generator Loss: 1.0708
Epoch 1/1... Step 4860 Discriminator Loss: 1.1429... Generator Loss: 0.7172
Epoch 1/1... Step 4870 Discriminator Loss: 1.2402... Generator Loss: 0.6545
Epoch 1/1... Step 4880 Discriminator Loss: 1.1493... Generator Loss: 0.8405
Epoch 1/1... Step 4890 Discriminator Loss: 1.1336... Generator Loss: 0.7017
Epoch 1/1... Step 4900 Discriminator Loss: 1.0059... Generator Loss: 0.8210
Epoch 1/1... Step 4910 Discriminator Loss: 0.8624... Generator Loss: 1.0609
Epoch 1/1... Step 4920 Discriminator Loss: 1.1587... Generator Loss: 1.4437
Epoch 1/1... Step 4930 Discriminator Loss: 1.2416... Generator Loss: 0.6335
Epoch 1/1... Step 4940 Discriminator Loss: 0.8977... Generator Loss: 1.6399
Epoch 1/1... Step 4950 Discriminator Loss: 0.9566... Generator Loss: 0.9569
Epoch 1/1... Step 4960 Discriminator Loss: 0.7717... Generator Loss: 1.1838
Epoch 1/1... Step 4970 Discriminator Loss: 1.0161... Generator Loss: 1.0001
Epoch 1/1... Step 4980 Discriminator Loss: 1.2721... Generator Loss: 0.6039
Epoch 1/1... Step 4990 Discriminator Loss: 1.1127... Generator Loss: 0.7855
Epoch 1/1... Step 5000 Discriminator Loss: 0.9212... Generator Loss: 1.4118
Epoch 1/1... Step 5010 Discriminator Loss: 1.2469... Generator Loss: 0.6173
Epoch 1/1... Step 5020 Discriminator Loss: 1.3679... Generator Loss: 0.5325
Epoch 1/1... Step 5030 Discriminator Loss: 0.8542... Generator Loss: 1.7138
Epoch 1/1... Step 5040 Discriminator Loss: 0.9615... Generator Loss: 1.0394
Epoch 1/1... Step 5050 Discriminator Loss: 1.0006... Generator Loss: 0.8804
Epoch 1/1... Step 5060 Discriminator Loss: 0.9952... Generator Loss: 0.9908
Epoch 1/1... Step 5070 Discriminator Loss: 1.2184... Generator Loss: 0.6074
Epoch 1/1... Step 5080 Discriminator Loss: 1.1488... Generator Loss: 0.6804
Epoch 1/1... Step 5090 Discriminator Loss: 0.9827... Generator Loss: 1.4272
Epoch 1/1... Step 5100 Discriminator Loss: 1.4991... Generator Loss: 0.4408
Epoch 1/1... Step 5110 Discriminator Loss: 1.5458... Generator Loss: 0.4271
Epoch 1/1... Step 5120 Discriminator Loss: 1.1614... Generator Loss: 0.7341
Epoch 1/1... Step 5130 Discriminator Loss: 0.9164... Generator Loss: 1.0130
Epoch 1/1... Step 5140 Discriminator Loss: 1.1145... Generator Loss: 0.8068
Epoch 1/1... Step 5150 Discriminator Loss: 1.2208... Generator Loss: 0.7128
Epoch 1/1... Step 5160 Discriminator Loss: 1.3697... Generator Loss: 0.5630
Epoch 1/1... Step 5170 Discriminator Loss: 1.2404... Generator Loss: 0.6371
Epoch 1/1... Step 5180 Discriminator Loss: 1.0359... Generator Loss: 0.9708
Epoch 1/1... Step 5190 Discriminator Loss: 0.9185... Generator Loss: 1.2122
Epoch 1/1... Step 5200 Discriminator Loss: 0.8914... Generator Loss: 1.0713
Epoch 1/1... Step 5210 Discriminator Loss: 0.9287... Generator Loss: 1.1125
Epoch 1/1... Step 5220 Discriminator Loss: 1.0090... Generator Loss: 0.9076
Epoch 1/1... Step 5230 Discriminator Loss: 1.9012... Generator Loss: 0.2752
Epoch 1/1... Step 5240 Discriminator Loss: 1.1027... Generator Loss: 0.7723
Epoch 1/1... Step 5250 Discriminator Loss: 1.0541... Generator Loss: 0.8562
Epoch 1/1... Step 5260 Discriminator Loss: 0.8804... Generator Loss: 1.1732
Epoch 1/1... Step 5270 Discriminator Loss: 0.7946... Generator Loss: 1.3762
Epoch 1/1... Step 5280 Discriminator Loss: 0.9514... Generator Loss: 1.7252
Epoch 1/1... Step 5290 Discriminator Loss: 0.7488... Generator Loss: 1.2891
Epoch 1/1... Step 5300 Discriminator Loss: 1.0968... Generator Loss: 0.7474
Epoch 1/1... Step 5310 Discriminator Loss: 1.0834... Generator Loss: 0.7981
Epoch 1/1... Step 5320 Discriminator Loss: 1.2913... Generator Loss: 0.6384
Epoch 1/1... Step 5330 Discriminator Loss: 1.0359... Generator Loss: 1.6944
Epoch 1/1... Step 5340 Discriminator Loss: 1.7047... Generator Loss: 0.4105
Epoch 1/1... Step 5350 Discriminator Loss: 0.9633... Generator Loss: 0.9653
Epoch 1/1... Step 5360 Discriminator Loss: 1.1970... Generator Loss: 0.6679
Epoch 1/1... Step 5370 Discriminator Loss: 0.9482... Generator Loss: 1.1825
Epoch 1/1... Step 5380 Discriminator Loss: 0.8949... Generator Loss: 1.2511
Epoch 1/1... Step 5390 Discriminator Loss: 0.8712... Generator Loss: 1.0599
Epoch 1/1... Step 5400 Discriminator Loss: 0.8864... Generator Loss: 1.1309
Epoch 1/1... Step 5410 Discriminator Loss: 0.9197... Generator Loss: 1.7009
Epoch 1/1... Step 5420 Discriminator Loss: 0.9603... Generator Loss: 1.0262
Epoch 1/1... Step 5430 Discriminator Loss: 0.7483... Generator Loss: 1.3987
Epoch 1/1... Step 5440 Discriminator Loss: 0.9648... Generator Loss: 1.0199
Epoch 1/1... Step 5450 Discriminator Loss: 0.8511... Generator Loss: 1.5463
Epoch 1/1... Step 5460 Discriminator Loss: 2.0362... Generator Loss: 0.2646
Epoch 1/1... Step 5470 Discriminator Loss: 0.7892... Generator Loss: 1.4653
Epoch 1/1... Step 5480 Discriminator Loss: 1.4706... Generator Loss: 0.4572
Epoch 1/1... Step 5490 Discriminator Loss: 0.7503... Generator Loss: 1.3460
Epoch 1/1... Step 5500 Discriminator Loss: 0.8233... Generator Loss: 1.2466
Epoch 1/1... Step 5510 Discriminator Loss: 0.9157... Generator Loss: 1.2875
Epoch 1/1... Step 5520 Discriminator Loss: 1.0731... Generator Loss: 0.8109
Epoch 1/1... Step 5530 Discriminator Loss: 0.9395... Generator Loss: 1.0154
Epoch 1/1... Step 5540 Discriminator Loss: 1.1211... Generator Loss: 0.7467
Epoch 1/1... Step 5550 Discriminator Loss: 0.8356... Generator Loss: 1.1317
Epoch 1/1... Step 5560 Discriminator Loss: 0.7188... Generator Loss: 1.4242
Epoch 1/1... Step 5570 Discriminator Loss: 0.8393... Generator Loss: 1.3133
Epoch 1/1... Step 5580 Discriminator Loss: 0.8540... Generator Loss: 1.2307
Epoch 1/1... Step 5590 Discriminator Loss: 1.0630... Generator Loss: 0.8061
Epoch 1/1... Step 5600 Discriminator Loss: 0.7439... Generator Loss: 1.3533
Epoch 1/1... Step 5610 Discriminator Loss: 0.7862... Generator Loss: 1.3689
Epoch 1/1... Step 5620 Discriminator Loss: 0.8083... Generator Loss: 1.3597
Epoch 1/1... Step 5630 Discriminator Loss: 0.8260... Generator Loss: 1.1110
Epoch 1/1... Step 5640 Discriminator Loss: 0.8203... Generator Loss: 1.0947
Epoch 1/1... Step 5650 Discriminator Loss: 0.9468... Generator Loss: 1.0055
Epoch 1/1... Step 5660 Discriminator Loss: 1.6766... Generator Loss: 0.3855
Epoch 1/1... Step 5670 Discriminator Loss: 0.8248... Generator Loss: 1.2243
Epoch 1/1... Step 5680 Discriminator Loss: 0.9972... Generator Loss: 0.8453
Epoch 1/1... Step 5690 Discriminator Loss: 1.0527... Generator Loss: 0.9824
Epoch 1/1... Step 5700 Discriminator Loss: 0.8368... Generator Loss: 1.0932
Epoch 1/1... Step 5710 Discriminator Loss: 0.8666... Generator Loss: 1.5634
Epoch 1/1... Step 5720 Discriminator Loss: 1.1938... Generator Loss: 0.7963
Epoch 1/1... Step 5730 Discriminator Loss: 1.6027... Generator Loss: 0.4106
Epoch 1/1... Step 5740 Discriminator Loss: 0.9733... Generator Loss: 0.9322
Epoch 1/1... Step 5750 Discriminator Loss: 1.0990... Generator Loss: 0.7839
Epoch 1/1... Step 5760 Discriminator Loss: 0.9209... Generator Loss: 0.9645
Epoch 1/1... Step 5770 Discriminator Loss: 1.0388... Generator Loss: 0.8406
Epoch 1/1... Step 5780 Discriminator Loss: 0.9118... Generator Loss: 1.0182
Epoch 1/1... Step 5790 Discriminator Loss: 1.1975... Generator Loss: 0.6085
Epoch 1/1... Step 5800 Discriminator Loss: 1.1822... Generator Loss: 0.8565
Epoch 1/1... Step 5810 Discriminator Loss: 0.9780... Generator Loss: 1.0233
Epoch 1/1... Step 5820 Discriminator Loss: 0.9296... Generator Loss: 0.9802
Epoch 1/1... Step 5830 Discriminator Loss: 1.4087... Generator Loss: 0.5479
Epoch 1/1... Step 5840 Discriminator Loss: 0.9612... Generator Loss: 0.9979
Epoch 1/1... Step 5850 Discriminator Loss: 1.1108... Generator Loss: 0.7761
Epoch 1/1... Step 5860 Discriminator Loss: 1.1089... Generator Loss: 0.7370
Epoch 1/1... Step 5870 Discriminator Loss: 1.0545... Generator Loss: 0.8513
Epoch 1/1... Step 5880 Discriminator Loss: 0.8675... Generator Loss: 1.1606
Epoch 1/1... Step 5890 Discriminator Loss: 0.8500... Generator Loss: 1.0901
Epoch 1/1... Step 5900 Discriminator Loss: 1.1661... Generator Loss: 1.6315
Epoch 1/1... Step 5910 Discriminator Loss: 1.3553... Generator Loss: 0.6276
Epoch 1/1... Step 5920 Discriminator Loss: 1.3554... Generator Loss: 0.5289
Epoch 1/1... Step 5930 Discriminator Loss: 0.7102... Generator Loss: 1.8366
Epoch 1/1... Step 5940 Discriminator Loss: 0.8484... Generator Loss: 1.7188
Epoch 1/1... Step 5950 Discriminator Loss: 0.9838... Generator Loss: 0.8938
Epoch 1/1... Step 5960 Discriminator Loss: 1.5774... Generator Loss: 0.4654
Epoch 1/1... Step 5970 Discriminator Loss: 0.8685... Generator Loss: 1.8195
Epoch 1/1... Step 5980 Discriminator Loss: 1.0602... Generator Loss: 0.7985
Epoch 1/1... Step 5990 Discriminator Loss: 0.9652... Generator Loss: 1.9367
Epoch 1/1... Step 6000 Discriminator Loss: 1.1856... Generator Loss: 0.7479
Epoch 1/1... Step 6010 Discriminator Loss: 1.3985... Generator Loss: 0.5234
Epoch 1/1... Step 6020 Discriminator Loss: 0.8310... Generator Loss: 1.4320
Epoch 1/1... Step 6030 Discriminator Loss: 0.8595... Generator Loss: 1.1491
Epoch 1/1... Step 6040 Discriminator Loss: 0.6062... Generator Loss: 1.8335
Epoch 1/1... Step 6050 Discriminator Loss: 1.1512... Generator Loss: 0.7819
Epoch 1/1... Step 6060 Discriminator Loss: 1.1967... Generator Loss: 0.6273
Epoch 1/1... Step 6070 Discriminator Loss: 1.1596... Generator Loss: 0.7686
Epoch 1/1... Step 6080 Discriminator Loss: 0.9464... Generator Loss: 1.0909
Epoch 1/1... Step 6090 Discriminator Loss: 1.4873... Generator Loss: 0.4819
Epoch 1/1... Step 6100 Discriminator Loss: 1.2728... Generator Loss: 0.6221
Epoch 1/1... Step 6110 Discriminator Loss: 0.9971... Generator Loss: 0.8997
Epoch 1/1... Step 6120 Discriminator Loss: 1.0277... Generator Loss: 0.8307
Epoch 1/1... Step 6130 Discriminator Loss: 0.8119... Generator Loss: 2.1454
Epoch 1/1... Step 6140 Discriminator Loss: 0.8555... Generator Loss: 1.0255
Epoch 1/1... Step 6150 Discriminator Loss: 1.7945... Generator Loss: 0.3203
Epoch 1/1... Step 6160 Discriminator Loss: 1.0252... Generator Loss: 0.9494
Epoch 1/1... Step 6170 Discriminator Loss: 1.5039... Generator Loss: 0.4871
Epoch 1/1... Step 6180 Discriminator Loss: 1.2308... Generator Loss: 0.7653
Epoch 1/1... Step 6190 Discriminator Loss: 0.7939... Generator Loss: 1.3907
Epoch 1/1... Step 6200 Discriminator Loss: 0.9168... Generator Loss: 1.1693
Epoch 1/1... Step 6210 Discriminator Loss: 0.9870... Generator Loss: 0.8972
Epoch 1/1... Step 6220 Discriminator Loss: 0.7451... Generator Loss: 1.2637
Epoch 1/1... Step 6230 Discriminator Loss: 0.8103... Generator Loss: 1.3519
Epoch 1/1... Step 6240 Discriminator Loss: 1.0300... Generator Loss: 0.9439
Epoch 1/1... Step 6250 Discriminator Loss: 1.0957... Generator Loss: 0.7651
Epoch 1/1... Step 6260 Discriminator Loss: 1.2781... Generator Loss: 0.6499
Epoch 1/1... Step 6270 Discriminator Loss: 0.8801... Generator Loss: 0.9994
Epoch 1/1... Step 6280 Discriminator Loss: 1.0026... Generator Loss: 0.9591
Epoch 1/1... Step 6290 Discriminator Loss: 0.7632... Generator Loss: 1.3252
Epoch 1/1... Step 6300 Discriminator Loss: 1.0184... Generator Loss: 1.8987
Epoch 1/1... Step 6310 Discriminator Loss: 0.8930... Generator Loss: 1.1921
Epoch 1/1... Step 6320 Discriminator Loss: 0.8595... Generator Loss: 1.1366
Epoch 1/1... Step 6330 Discriminator Loss: 1.0751... Generator Loss: 0.8437
In [56]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.3
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 3.2008... Generator Loss: 14.8628
Epoch 1/1... Step 20 Discriminator Loss: 0.9584... Generator Loss: 1.9013
Epoch 1/1... Step 30 Discriminator Loss: 1.7138... Generator Loss: 0.5152
Epoch 1/1... Step 40 Discriminator Loss: 1.1587... Generator Loss: 2.9497
Epoch 1/1... Step 50 Discriminator Loss: 0.9218... Generator Loss: 1.0577
Epoch 1/1... Step 60 Discriminator Loss: 1.3285... Generator Loss: 2.4605
Epoch 1/1... Step 70 Discriminator Loss: 1.2012... Generator Loss: 2.6849
Epoch 1/1... Step 80 Discriminator Loss: 1.3109... Generator Loss: 0.6983
Epoch 1/1... Step 90 Discriminator Loss: 1.0653... Generator Loss: 1.3794
Epoch 1/1... Step 100 Discriminator Loss: 1.0668... Generator Loss: 2.8544
Epoch 1/1... Step 110 Discriminator Loss: 1.1794... Generator Loss: 0.7226
Epoch 1/1... Step 120 Discriminator Loss: 0.8841... Generator Loss: 0.9309
Epoch 1/1... Step 130 Discriminator Loss: 0.6887... Generator Loss: 2.8278
Epoch 1/1... Step 140 Discriminator Loss: 1.1031... Generator Loss: 1.8005
Epoch 1/1... Step 150 Discriminator Loss: 1.6028... Generator Loss: 1.7182
Epoch 1/1... Step 160 Discriminator Loss: 1.2684... Generator Loss: 0.8391
Epoch 1/1... Step 170 Discriminator Loss: 1.2788... Generator Loss: 0.6770
Epoch 1/1... Step 180 Discriminator Loss: 1.2163... Generator Loss: 1.1475
Epoch 1/1... Step 190 Discriminator Loss: 1.3239... Generator Loss: 0.6455
Epoch 1/1... Step 200 Discriminator Loss: 1.3194... Generator Loss: 0.7980
Epoch 1/1... Step 210 Discriminator Loss: 1.2061... Generator Loss: 0.5879
Epoch 1/1... Step 220 Discriminator Loss: 1.4668... Generator Loss: 2.0996
Epoch 1/1... Step 230 Discriminator Loss: 1.2900... Generator Loss: 0.7168
Epoch 1/1... Step 240 Discriminator Loss: 0.7778... Generator Loss: 1.3379
Epoch 1/1... Step 250 Discriminator Loss: 1.1860... Generator Loss: 1.9470
Epoch 1/1... Step 260 Discriminator Loss: 0.8155... Generator Loss: 1.4931
Epoch 1/1... Step 270 Discriminator Loss: 0.8924... Generator Loss: 0.9707
Epoch 1/1... Step 280 Discriminator Loss: 0.9067... Generator Loss: 1.0394
Epoch 1/1... Step 290 Discriminator Loss: 0.5620... Generator Loss: 1.7001
Epoch 1/1... Step 300 Discriminator Loss: 1.1691... Generator Loss: 0.9489
Epoch 1/1... Step 310 Discriminator Loss: 1.9320... Generator Loss: 1.6974
Epoch 1/1... Step 320 Discriminator Loss: 1.1945... Generator Loss: 0.7731
Epoch 1/1... Step 330 Discriminator Loss: 1.2297... Generator Loss: 1.1597
Epoch 1/1... Step 340 Discriminator Loss: 1.2896... Generator Loss: 0.7292
Epoch 1/1... Step 350 Discriminator Loss: 0.8889... Generator Loss: 1.3072
Epoch 1/1... Step 360 Discriminator Loss: 0.7080... Generator Loss: 1.2808
Epoch 1/1... Step 370 Discriminator Loss: 0.9878... Generator Loss: 1.2912
Epoch 1/1... Step 380 Discriminator Loss: 1.3436... Generator Loss: 2.2677
Epoch 1/1... Step 390 Discriminator Loss: 1.3723... Generator Loss: 1.9123
Epoch 1/1... Step 400 Discriminator Loss: 0.9771... Generator Loss: 1.8962
Epoch 1/1... Step 410 Discriminator Loss: 0.9349... Generator Loss: 1.9625
Epoch 1/1... Step 420 Discriminator Loss: 0.9349... Generator Loss: 1.2221
Epoch 1/1... Step 430 Discriminator Loss: 0.9392... Generator Loss: 1.6018
Epoch 1/1... Step 440 Discriminator Loss: 2.5031... Generator Loss: 3.4439
Epoch 1/1... Step 450 Discriminator Loss: 1.0652... Generator Loss: 1.1627
Epoch 1/1... Step 460 Discriminator Loss: 1.0862... Generator Loss: 0.7030
Epoch 1/1... Step 470 Discriminator Loss: 0.7969... Generator Loss: 1.6244
Epoch 1/1... Step 480 Discriminator Loss: 1.0320... Generator Loss: 1.0620
Epoch 1/1... Step 490 Discriminator Loss: 1.2744... Generator Loss: 0.6854
Epoch 1/1... Step 500 Discriminator Loss: 1.4057... Generator Loss: 0.7479
Epoch 1/1... Step 510 Discriminator Loss: 1.0945... Generator Loss: 0.9277
Epoch 1/1... Step 520 Discriminator Loss: 1.0725... Generator Loss: 1.4350
Epoch 1/1... Step 530 Discriminator Loss: 0.9080... Generator Loss: 1.5930
Epoch 1/1... Step 540 Discriminator Loss: 1.0211... Generator Loss: 1.2733
Epoch 1/1... Step 550 Discriminator Loss: 1.2885... Generator Loss: 0.5997
Epoch 1/1... Step 560 Discriminator Loss: 1.0746... Generator Loss: 0.7268
Epoch 1/1... Step 570 Discriminator Loss: 0.7854... Generator Loss: 1.3331
Epoch 1/1... Step 580 Discriminator Loss: 1.1059... Generator Loss: 0.8042
Epoch 1/1... Step 590 Discriminator Loss: 0.5688... Generator Loss: 1.8918
Epoch 1/1... Step 600 Discriminator Loss: 1.0257... Generator Loss: 0.9577
Epoch 1/1... Step 610 Discriminator Loss: 1.0180... Generator Loss: 1.1736
Epoch 1/1... Step 620 Discriminator Loss: 1.4508... Generator Loss: 1.0239
Epoch 1/1... Step 630 Discriminator Loss: 0.9468... Generator Loss: 1.3548
Epoch 1/1... Step 640 Discriminator Loss: 0.7797... Generator Loss: 1.5469
Epoch 1/1... Step 650 Discriminator Loss: 1.0312... Generator Loss: 0.8447
Epoch 1/1... Step 660 Discriminator Loss: 2.8898... Generator Loss: 4.2314
Epoch 1/1... Step 670 Discriminator Loss: 0.8729... Generator Loss: 1.1608
Epoch 1/1... Step 680 Discriminator Loss: 1.2068... Generator Loss: 0.8167
Epoch 1/1... Step 690 Discriminator Loss: 0.9308... Generator Loss: 1.4236
Epoch 1/1... Step 700 Discriminator Loss: 0.9982... Generator Loss: 0.9215
Epoch 1/1... Step 710 Discriminator Loss: 1.6882... Generator Loss: 0.3537
Epoch 1/1... Step 720 Discriminator Loss: 1.5823... Generator Loss: 1.9349
Epoch 1/1... Step 730 Discriminator Loss: 0.8983... Generator Loss: 2.1335
Epoch 1/1... Step 740 Discriminator Loss: 1.2039... Generator Loss: 0.8538
Epoch 1/1... Step 750 Discriminator Loss: 1.1441... Generator Loss: 1.3064
Epoch 1/1... Step 760 Discriminator Loss: 1.0450... Generator Loss: 1.1418
Epoch 1/1... Step 770 Discriminator Loss: 1.1345... Generator Loss: 1.1024
Epoch 1/1... Step 780 Discriminator Loss: 1.3590... Generator Loss: 1.3695
Epoch 1/1... Step 790 Discriminator Loss: 1.2167... Generator Loss: 1.3390
Epoch 1/1... Step 800 Discriminator Loss: 1.0968... Generator Loss: 1.0571
Epoch 1/1... Step 810 Discriminator Loss: 1.0662... Generator Loss: 1.4876
Epoch 1/1... Step 820 Discriminator Loss: 1.1218... Generator Loss: 1.1314
Epoch 1/1... Step 830 Discriminator Loss: 0.9421... Generator Loss: 1.2199
Epoch 1/1... Step 840 Discriminator Loss: 1.1268... Generator Loss: 0.7715
Epoch 1/1... Step 850 Discriminator Loss: 1.2648... Generator Loss: 0.9175
Epoch 1/1... Step 860 Discriminator Loss: 0.9018... Generator Loss: 0.9978
Epoch 1/1... Step 870 Discriminator Loss: 0.9769... Generator Loss: 1.2689
Epoch 1/1... Step 880 Discriminator Loss: 0.9117... Generator Loss: 0.8585
Epoch 1/1... Step 890 Discriminator Loss: 0.9813... Generator Loss: 1.0170
Epoch 1/1... Step 900 Discriminator Loss: 1.8497... Generator Loss: 0.3101
Epoch 1/1... Step 910 Discriminator Loss: 0.8100... Generator Loss: 1.0825
Epoch 1/1... Step 920 Discriminator Loss: 0.6440... Generator Loss: 2.0184
Epoch 1/1... Step 930 Discriminator Loss: 1.0607... Generator Loss: 0.7968
Epoch 1/1... Step 940 Discriminator Loss: 1.0695... Generator Loss: 0.9156
Epoch 1/1... Step 950 Discriminator Loss: 0.9037... Generator Loss: 1.6653
Epoch 1/1... Step 960 Discriminator Loss: 0.8089... Generator Loss: 1.4636
Epoch 1/1... Step 970 Discriminator Loss: 1.5208... Generator Loss: 0.4362
Epoch 1/1... Step 980 Discriminator Loss: 1.1893... Generator Loss: 0.7798
Epoch 1/1... Step 990 Discriminator Loss: 1.0197... Generator Loss: 0.9367
Epoch 1/1... Step 1000 Discriminator Loss: 1.1649... Generator Loss: 1.4072
Epoch 1/1... Step 1010 Discriminator Loss: 1.7097... Generator Loss: 0.3712
Epoch 1/1... Step 1020 Discriminator Loss: 1.0524... Generator Loss: 1.0111
Epoch 1/1... Step 1030 Discriminator Loss: 1.2196... Generator Loss: 1.7728
Epoch 1/1... Step 1040 Discriminator Loss: 0.7591... Generator Loss: 1.8142
Epoch 1/1... Step 1050 Discriminator Loss: 1.2394... Generator Loss: 0.9522
Epoch 1/1... Step 1060 Discriminator Loss: 1.2558... Generator Loss: 0.7461
Epoch 1/1... Step 1070 Discriminator Loss: 1.3385... Generator Loss: 1.5810
Epoch 1/1... Step 1080 Discriminator Loss: 1.0329... Generator Loss: 0.8776
Epoch 1/1... Step 1090 Discriminator Loss: 1.1443... Generator Loss: 0.7976
Epoch 1/1... Step 1100 Discriminator Loss: 1.2395... Generator Loss: 0.7280
Epoch 1/1... Step 1110 Discriminator Loss: 1.3771... Generator Loss: 0.8736
Epoch 1/1... Step 1120 Discriminator Loss: 1.0838... Generator Loss: 1.1290
Epoch 1/1... Step 1130 Discriminator Loss: 1.2009... Generator Loss: 0.8303
Epoch 1/1... Step 1140 Discriminator Loss: 0.6712... Generator Loss: 1.4470
Epoch 1/1... Step 1150 Discriminator Loss: 0.8777... Generator Loss: 1.4495
Epoch 1/1... Step 1160 Discriminator Loss: 1.0584... Generator Loss: 0.8041
Epoch 1/1... Step 1170 Discriminator Loss: 1.0453... Generator Loss: 0.9210
Epoch 1/1... Step 1180 Discriminator Loss: 1.1231... Generator Loss: 0.6720
Epoch 1/1... Step 1190 Discriminator Loss: 1.3351... Generator Loss: 0.8061
Epoch 1/1... Step 1200 Discriminator Loss: 1.0613... Generator Loss: 1.2407
Epoch 1/1... Step 1210 Discriminator Loss: 1.0699... Generator Loss: 1.0724
Epoch 1/1... Step 1220 Discriminator Loss: 1.3554... Generator Loss: 1.7073
Epoch 1/1... Step 1230 Discriminator Loss: 0.9494... Generator Loss: 0.9185
Epoch 1/1... Step 1240 Discriminator Loss: 1.2648... Generator Loss: 1.3946
Epoch 1/1... Step 1250 Discriminator Loss: 0.9612... Generator Loss: 1.0254
Epoch 1/1... Step 1260 Discriminator Loss: 1.2497... Generator Loss: 0.7886
Epoch 1/1... Step 1270 Discriminator Loss: 1.1311... Generator Loss: 0.9347
Epoch 1/1... Step 1280 Discriminator Loss: 1.0913... Generator Loss: 1.0822
Epoch 1/1... Step 1290 Discriminator Loss: 0.9380... Generator Loss: 1.1694
Epoch 1/1... Step 1300 Discriminator Loss: 1.5291... Generator Loss: 2.1960
Epoch 1/1... Step 1310 Discriminator Loss: 1.0908... Generator Loss: 0.6803
Epoch 1/1... Step 1320 Discriminator Loss: 1.0758... Generator Loss: 0.7218
Epoch 1/1... Step 1330 Discriminator Loss: 1.1118... Generator Loss: 1.2910
Epoch 1/1... Step 1340 Discriminator Loss: 0.9630... Generator Loss: 1.1311
Epoch 1/1... Step 1350 Discriminator Loss: 0.8830... Generator Loss: 1.1654
Epoch 1/1... Step 1360 Discriminator Loss: 1.3942... Generator Loss: 0.7243
Epoch 1/1... Step 1370 Discriminator Loss: 1.3380... Generator Loss: 1.7082
Epoch 1/1... Step 1380 Discriminator Loss: 1.5060... Generator Loss: 0.4213
Epoch 1/1... Step 1390 Discriminator Loss: 0.7433... Generator Loss: 1.3846
Epoch 1/1... Step 1400 Discriminator Loss: 0.9441... Generator Loss: 1.0617
Epoch 1/1... Step 1410 Discriminator Loss: 0.6838... Generator Loss: 1.5468
Epoch 1/1... Step 1420 Discriminator Loss: 1.1627... Generator Loss: 0.7106
Epoch 1/1... Step 1430 Discriminator Loss: 1.5607... Generator Loss: 0.5589
Epoch 1/1... Step 1440 Discriminator Loss: 1.1290... Generator Loss: 0.9528
Epoch 1/1... Step 1450 Discriminator Loss: 1.0679... Generator Loss: 0.9013
Epoch 1/1... Step 1460 Discriminator Loss: 1.1235... Generator Loss: 0.8934
Epoch 1/1... Step 1470 Discriminator Loss: 0.9865... Generator Loss: 0.8751
Epoch 1/1... Step 1480 Discriminator Loss: 1.0233... Generator Loss: 0.9387
Epoch 1/1... Step 1490 Discriminator Loss: 0.8751... Generator Loss: 1.3753
Epoch 1/1... Step 1500 Discriminator Loss: 1.4305... Generator Loss: 1.1644
Epoch 1/1... Step 1510 Discriminator Loss: 0.7124... Generator Loss: 1.3105
Epoch 1/1... Step 1520 Discriminator Loss: 1.0704... Generator Loss: 0.8458
Epoch 1/1... Step 1530 Discriminator Loss: 1.3162... Generator Loss: 0.7395
Epoch 1/1... Step 1540 Discriminator Loss: 1.1779... Generator Loss: 1.0938
Epoch 1/1... Step 1550 Discriminator Loss: 1.2077... Generator Loss: 0.8670
Epoch 1/1... Step 1560 Discriminator Loss: 1.1896... Generator Loss: 1.3379
Epoch 1/1... Step 1570 Discriminator Loss: 1.1674... Generator Loss: 0.9082
Epoch 1/1... Step 1580 Discriminator Loss: 0.7245... Generator Loss: 1.2988
Epoch 1/1... Step 1590 Discriminator Loss: 1.0596... Generator Loss: 0.9954
Epoch 1/1... Step 1600 Discriminator Loss: 1.9031... Generator Loss: 2.5128
Epoch 1/1... Step 1610 Discriminator Loss: 1.1482... Generator Loss: 0.8985
Epoch 1/1... Step 1620 Discriminator Loss: 1.1118... Generator Loss: 0.9019
Epoch 1/1... Step 1630 Discriminator Loss: 0.8243... Generator Loss: 1.2962
Epoch 1/1... Step 1640 Discriminator Loss: 0.9046... Generator Loss: 0.9358
Epoch 1/1... Step 1650 Discriminator Loss: 0.8276... Generator Loss: 1.2470
Epoch 1/1... Step 1660 Discriminator Loss: 1.1429... Generator Loss: 0.6572
Epoch 1/1... Step 1670 Discriminator Loss: 1.0885... Generator Loss: 1.2493
Epoch 1/1... Step 1680 Discriminator Loss: 1.2146... Generator Loss: 0.7328
Epoch 1/1... Step 1690 Discriminator Loss: 1.9444... Generator Loss: 1.9429
Epoch 1/1... Step 1700 Discriminator Loss: 0.9124... Generator Loss: 1.3906
Epoch 1/1... Step 1710 Discriminator Loss: 1.2892... Generator Loss: 1.3540
Epoch 1/1... Step 1720 Discriminator Loss: 0.7445... Generator Loss: 1.6841
Epoch 1/1... Step 1730 Discriminator Loss: 1.1643... Generator Loss: 1.5645
Epoch 1/1... Step 1740 Discriminator Loss: 0.9725... Generator Loss: 1.1309
Epoch 1/1... Step 1750 Discriminator Loss: 1.2906... Generator Loss: 0.5470
Epoch 1/1... Step 1760 Discriminator Loss: 1.0793... Generator Loss: 1.8299
Epoch 1/1... Step 1770 Discriminator Loss: 2.1900... Generator Loss: 0.2418
Epoch 1/1... Step 1780 Discriminator Loss: 0.8727... Generator Loss: 1.0456
Epoch 1/1... Step 1790 Discriminator Loss: 1.6514... Generator Loss: 1.1604
Epoch 1/1... Step 1800 Discriminator Loss: 0.7933... Generator Loss: 1.1217
Epoch 1/1... Step 1810 Discriminator Loss: 1.5650... Generator Loss: 0.4273
Epoch 1/1... Step 1820 Discriminator Loss: 0.8596... Generator Loss: 1.0429
Epoch 1/1... Step 1830 Discriminator Loss: 0.8640... Generator Loss: 1.2159
Epoch 1/1... Step 1840 Discriminator Loss: 1.1754... Generator Loss: 0.6844
Epoch 1/1... Step 1850 Discriminator Loss: 0.9582... Generator Loss: 1.8466
Epoch 1/1... Step 1860 Discriminator Loss: 0.8915... Generator Loss: 1.0925
Epoch 1/1... Step 1870 Discriminator Loss: 1.0807... Generator Loss: 0.7613
Epoch 1/1... Step 1880 Discriminator Loss: 0.7116... Generator Loss: 1.4321
Epoch 1/1... Step 1890 Discriminator Loss: 0.6713... Generator Loss: 2.2767
Epoch 1/1... Step 1900 Discriminator Loss: 1.0949... Generator Loss: 0.8871
Epoch 1/1... Step 1910 Discriminator Loss: 1.0105... Generator Loss: 0.9371
Epoch 1/1... Step 1920 Discriminator Loss: 1.0134... Generator Loss: 1.5028
Epoch 1/1... Step 1930 Discriminator Loss: 0.9002... Generator Loss: 0.9541
Epoch 1/1... Step 1940 Discriminator Loss: 1.0339... Generator Loss: 1.3090
Epoch 1/1... Step 1950 Discriminator Loss: 1.2116... Generator Loss: 1.1702
Epoch 1/1... Step 1960 Discriminator Loss: 0.9593... Generator Loss: 1.3144
Epoch 1/1... Step 1970 Discriminator Loss: 0.9925... Generator Loss: 1.0621
Epoch 1/1... Step 1980 Discriminator Loss: 1.0962... Generator Loss: 1.3493
Epoch 1/1... Step 1990 Discriminator Loss: 0.8368... Generator Loss: 1.0234
Epoch 1/1... Step 2000 Discriminator Loss: 1.0698... Generator Loss: 1.1929
Epoch 1/1... Step 2010 Discriminator Loss: 0.8638... Generator Loss: 1.1350
Epoch 1/1... Step 2020 Discriminator Loss: 0.6009... Generator Loss: 1.7701
Epoch 1/1... Step 2030 Discriminator Loss: 0.9611... Generator Loss: 1.1128
Epoch 1/1... Step 2040 Discriminator Loss: 1.1633... Generator Loss: 1.1267
Epoch 1/1... Step 2050 Discriminator Loss: 0.9300... Generator Loss: 1.2307
Epoch 1/1... Step 2060 Discriminator Loss: 0.9140... Generator Loss: 1.0451
Epoch 1/1... Step 2070 Discriminator Loss: 0.8982... Generator Loss: 1.2260
Epoch 1/1... Step 2080 Discriminator Loss: 1.1498... Generator Loss: 0.7694
Epoch 1/1... Step 2090 Discriminator Loss: 1.1029... Generator Loss: 0.9306
Epoch 1/1... Step 2100 Discriminator Loss: 1.1277... Generator Loss: 0.8432
Epoch 1/1... Step 2110 Discriminator Loss: 0.9707... Generator Loss: 1.0847
Epoch 1/1... Step 2120 Discriminator Loss: 1.2286... Generator Loss: 0.8523
Epoch 1/1... Step 2130 Discriminator Loss: 1.0817... Generator Loss: 0.8987
Epoch 1/1... Step 2140 Discriminator Loss: 1.1197... Generator Loss: 0.8830
Epoch 1/1... Step 2150 Discriminator Loss: 1.0637... Generator Loss: 1.0771
Epoch 1/1... Step 2160 Discriminator Loss: 0.8498... Generator Loss: 1.1025
Epoch 1/1... Step 2170 Discriminator Loss: 1.8021... Generator Loss: 0.3518
Epoch 1/1... Step 2180 Discriminator Loss: 0.8283... Generator Loss: 1.1011
Epoch 1/1... Step 2190 Discriminator Loss: 1.0444... Generator Loss: 0.8029
Epoch 1/1... Step 2200 Discriminator Loss: 1.1089... Generator Loss: 0.9698
Epoch 1/1... Step 2210 Discriminator Loss: 1.1203... Generator Loss: 0.9618
Epoch 1/1... Step 2220 Discriminator Loss: 0.9751... Generator Loss: 1.0086
Epoch 1/1... Step 2230 Discriminator Loss: 1.1195... Generator Loss: 0.8043
Epoch 1/1... Step 2240 Discriminator Loss: 1.1392... Generator Loss: 0.8739
Epoch 1/1... Step 2250 Discriminator Loss: 1.1068... Generator Loss: 0.8983
Epoch 1/1... Step 2260 Discriminator Loss: 1.0899... Generator Loss: 0.7145
Epoch 1/1... Step 2270 Discriminator Loss: 1.0097... Generator Loss: 0.8927
Epoch 1/1... Step 2280 Discriminator Loss: 0.9656... Generator Loss: 1.1390
Epoch 1/1... Step 2290 Discriminator Loss: 1.1514... Generator Loss: 0.6969
Epoch 1/1... Step 2300 Discriminator Loss: 0.8947... Generator Loss: 1.1456
Epoch 1/1... Step 2310 Discriminator Loss: 1.0396... Generator Loss: 0.9744
Epoch 1/1... Step 2320 Discriminator Loss: 1.0329... Generator Loss: 1.2826
Epoch 1/1... Step 2330 Discriminator Loss: 0.8443... Generator Loss: 1.1661
Epoch 1/1... Step 2340 Discriminator Loss: 1.0726... Generator Loss: 0.7977
Epoch 1/1... Step 2350 Discriminator Loss: 0.8524... Generator Loss: 1.1929
Epoch 1/1... Step 2360 Discriminator Loss: 0.9647... Generator Loss: 1.4577
Epoch 1/1... Step 2370 Discriminator Loss: 0.9730... Generator Loss: 0.9015
Epoch 1/1... Step 2380 Discriminator Loss: 1.8401... Generator Loss: 0.2897
Epoch 1/1... Step 2390 Discriminator Loss: 1.1347... Generator Loss: 0.9277
Epoch 1/1... Step 2400 Discriminator Loss: 1.0699... Generator Loss: 0.9608
Epoch 1/1... Step 2410 Discriminator Loss: 0.8386... Generator Loss: 1.0713
Epoch 1/1... Step 2420 Discriminator Loss: 0.7838... Generator Loss: 1.1481
Epoch 1/1... Step 2430 Discriminator Loss: 2.7322... Generator Loss: 3.8174
Epoch 1/1... Step 2440 Discriminator Loss: 1.2092... Generator Loss: 0.9430
Epoch 1/1... Step 2450 Discriminator Loss: 1.3424... Generator Loss: 0.9252
Epoch 1/1... Step 2460 Discriminator Loss: 1.0436... Generator Loss: 1.1481
Epoch 1/1... Step 2470 Discriminator Loss: 1.1622... Generator Loss: 0.7571
Epoch 1/1... Step 2480 Discriminator Loss: 0.8432... Generator Loss: 1.0602
Epoch 1/1... Step 2490 Discriminator Loss: 1.1246... Generator Loss: 0.8206
Epoch 1/1... Step 2500 Discriminator Loss: 0.9466... Generator Loss: 0.9858
Epoch 1/1... Step 2510 Discriminator Loss: 1.3652... Generator Loss: 0.5580
Epoch 1/1... Step 2520 Discriminator Loss: 0.8949... Generator Loss: 1.5149
Epoch 1/1... Step 2530 Discriminator Loss: 1.0210... Generator Loss: 1.1425
Epoch 1/1... Step 2540 Discriminator Loss: 1.1688... Generator Loss: 0.7257
Epoch 1/1... Step 2550 Discriminator Loss: 0.9945... Generator Loss: 0.9471
Epoch 1/1... Step 2560 Discriminator Loss: 1.1237... Generator Loss: 1.2618
Epoch 1/1... Step 2570 Discriminator Loss: 1.6376... Generator Loss: 0.4057
Epoch 1/1... Step 2580 Discriminator Loss: 1.2134... Generator Loss: 0.9579
Epoch 1/1... Step 2590 Discriminator Loss: 1.1068... Generator Loss: 1.3669
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Epoch 1/1... Step 2610 Discriminator Loss: 1.1362... Generator Loss: 1.2373
Epoch 1/1... Step 2620 Discriminator Loss: 0.9368... Generator Loss: 1.1411
Epoch 1/1... Step 2630 Discriminator Loss: 0.9737... Generator Loss: 1.5203
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Epoch 1/1... Step 2650 Discriminator Loss: 2.8867... Generator Loss: 0.1190
Epoch 1/1... Step 2660 Discriminator Loss: 1.0604... Generator Loss: 1.2757
Epoch 1/1... Step 2670 Discriminator Loss: 1.0072... Generator Loss: 1.0458
Epoch 1/1... Step 2680 Discriminator Loss: 1.1739... Generator Loss: 1.1158
Epoch 1/1... Step 2690 Discriminator Loss: 1.0197... Generator Loss: 0.9332
Epoch 1/1... Step 2700 Discriminator Loss: 1.0672... Generator Loss: 0.7672
Epoch 1/1... Step 2710 Discriminator Loss: 0.8686... Generator Loss: 1.4497
Epoch 1/1... Step 2720 Discriminator Loss: 1.0103... Generator Loss: 1.1768
Epoch 1/1... Step 2730 Discriminator Loss: 1.1877... Generator Loss: 0.8975
Epoch 1/1... Step 2740 Discriminator Loss: 1.1015... Generator Loss: 1.1004
Epoch 1/1... Step 2750 Discriminator Loss: 1.0336... Generator Loss: 0.9779
Epoch 1/1... Step 2760 Discriminator Loss: 0.9714... Generator Loss: 0.9537
Epoch 1/1... Step 2770 Discriminator Loss: 1.0215... Generator Loss: 0.8064
Epoch 1/1... Step 2780 Discriminator Loss: 1.1344... Generator Loss: 0.8345
Epoch 1/1... Step 2790 Discriminator Loss: 0.8450... Generator Loss: 1.8277
Epoch 1/1... Step 2800 Discriminator Loss: 0.7776... Generator Loss: 1.4111
Epoch 1/1... Step 2810 Discriminator Loss: 1.1460... Generator Loss: 0.7411
Epoch 1/1... Step 2820 Discriminator Loss: 1.1148... Generator Loss: 1.3826
Epoch 1/1... Step 2830 Discriminator Loss: 1.0845... Generator Loss: 0.7720
Epoch 1/1... Step 2840 Discriminator Loss: 1.1583... Generator Loss: 0.8395
Epoch 1/1... Step 2850 Discriminator Loss: 0.9296... Generator Loss: 1.2991
Epoch 1/1... Step 2860 Discriminator Loss: 1.0998... Generator Loss: 0.7877
Epoch 1/1... Step 2870 Discriminator Loss: 1.2253... Generator Loss: 0.9840
Epoch 1/1... Step 2880 Discriminator Loss: 0.9342... Generator Loss: 0.8668
Epoch 1/1... Step 2890 Discriminator Loss: 1.1445... Generator Loss: 1.5129
Epoch 1/1... Step 2900 Discriminator Loss: 1.1876... Generator Loss: 0.8364
Epoch 1/1... Step 2910 Discriminator Loss: 0.9375... Generator Loss: 0.9484
Epoch 1/1... Step 2920 Discriminator Loss: 1.1401... Generator Loss: 0.7920
Epoch 1/1... Step 2930 Discriminator Loss: 1.0282... Generator Loss: 0.9355
Epoch 1/1... Step 2940 Discriminator Loss: 1.0190... Generator Loss: 1.5198
Epoch 1/1... Step 2950 Discriminator Loss: 1.0425... Generator Loss: 0.8365
Epoch 1/1... Step 2960 Discriminator Loss: 1.2569... Generator Loss: 0.9999
Epoch 1/1... Step 2970 Discriminator Loss: 1.0505... Generator Loss: 0.8618
Epoch 1/1... Step 2980 Discriminator Loss: 0.8790... Generator Loss: 1.1238
Epoch 1/1... Step 2990 Discriminator Loss: 0.9760... Generator Loss: 0.8678
Epoch 1/1... Step 3000 Discriminator Loss: 0.8886... Generator Loss: 1.2429
Epoch 1/1... Step 3010 Discriminator Loss: 0.9072... Generator Loss: 0.9057
Epoch 1/1... Step 3020 Discriminator Loss: 1.3181... Generator Loss: 0.5715
Epoch 1/1... Step 3030 Discriminator Loss: 0.9333... Generator Loss: 0.9426
Epoch 1/1... Step 3040 Discriminator Loss: 0.9919... Generator Loss: 1.7885
Epoch 1/1... Step 3050 Discriminator Loss: 1.1926... Generator Loss: 0.9329
Epoch 1/1... Step 3060 Discriminator Loss: 1.3126... Generator Loss: 1.0120
Epoch 1/1... Step 3070 Discriminator Loss: 1.4796... Generator Loss: 0.4961
Epoch 1/1... Step 3080 Discriminator Loss: 0.9361... Generator Loss: 0.9161
Epoch 1/1... Step 3090 Discriminator Loss: 0.9359... Generator Loss: 1.2478
Epoch 1/1... Step 3100 Discriminator Loss: 1.0336... Generator Loss: 1.4048
Epoch 1/1... Step 3110 Discriminator Loss: 0.8923... Generator Loss: 1.1694
Epoch 1/1... Step 3120 Discriminator Loss: 1.0025... Generator Loss: 0.7915
Epoch 1/1... Step 3130 Discriminator Loss: 1.0260... Generator Loss: 0.8656
Epoch 1/1... Step 3140 Discriminator Loss: 1.1005... Generator Loss: 0.9111
Epoch 1/1... Step 3150 Discriminator Loss: 0.8629... Generator Loss: 1.0195
Epoch 1/1... Step 3160 Discriminator Loss: 1.0652... Generator Loss: 1.2348
Epoch 1/1... Step 3170 Discriminator Loss: 1.0381... Generator Loss: 0.9818
Epoch 1/1... Step 3180 Discriminator Loss: 1.1165... Generator Loss: 1.0082
Epoch 1/1... Step 3190 Discriminator Loss: 0.7308... Generator Loss: 1.2334
Epoch 1/1... Step 3200 Discriminator Loss: 1.4407... Generator Loss: 0.4870
Epoch 1/1... Step 3210 Discriminator Loss: 1.1406... Generator Loss: 0.7946
Epoch 1/1... Step 3220 Discriminator Loss: 1.0040... Generator Loss: 0.9498
Epoch 1/1... Step 3230 Discriminator Loss: 1.0995... Generator Loss: 0.7815
Epoch 1/1... Step 3240 Discriminator Loss: 1.0194... Generator Loss: 0.8421
Epoch 1/1... Step 3250 Discriminator Loss: 1.0428... Generator Loss: 1.0944
Epoch 1/1... Step 3260 Discriminator Loss: 0.8888... Generator Loss: 0.9632
Epoch 1/1... Step 3270 Discriminator Loss: 0.9037... Generator Loss: 1.0647
Epoch 1/1... Step 3280 Discriminator Loss: 1.6211... Generator Loss: 0.4611
Epoch 1/1... Step 3290 Discriminator Loss: 1.2181... Generator Loss: 0.7380
Epoch 1/1... Step 3300 Discriminator Loss: 1.1609... Generator Loss: 0.7887
Epoch 1/1... Step 3310 Discriminator Loss: 1.2466... Generator Loss: 0.6171
Epoch 1/1... Step 3320 Discriminator Loss: 1.1167... Generator Loss: 0.7408
Epoch 1/1... Step 3330 Discriminator Loss: 1.0693... Generator Loss: 0.9803
Epoch 1/1... Step 3340 Discriminator Loss: 0.5768... Generator Loss: 1.7834
Epoch 1/1... Step 3350 Discriminator Loss: 1.5796... Generator Loss: 2.9362
Epoch 1/1... Step 3360 Discriminator Loss: 0.9558... Generator Loss: 1.1919
Epoch 1/1... Step 3370 Discriminator Loss: 0.9722... Generator Loss: 0.8799
Epoch 1/1... Step 3380 Discriminator Loss: 1.0124... Generator Loss: 1.0333
Epoch 1/1... Step 3390 Discriminator Loss: 1.0047... Generator Loss: 0.9226
Epoch 1/1... Step 3400 Discriminator Loss: 0.9937... Generator Loss: 1.1716
Epoch 1/1... Step 3410 Discriminator Loss: 1.1544... Generator Loss: 0.6495
Epoch 1/1... Step 3420 Discriminator Loss: 1.0306... Generator Loss: 1.1146
Epoch 1/1... Step 3430 Discriminator Loss: 1.2582... Generator Loss: 0.7542
Epoch 1/1... Step 3440 Discriminator Loss: 1.1754... Generator Loss: 0.6324
Epoch 1/1... Step 3450 Discriminator Loss: 0.8529... Generator Loss: 1.0262
Epoch 1/1... Step 3460 Discriminator Loss: 1.3642... Generator Loss: 0.8595
Epoch 1/1... Step 3470 Discriminator Loss: 0.9157... Generator Loss: 0.9659
Epoch 1/1... Step 3480 Discriminator Loss: 1.0343... Generator Loss: 0.7642
Epoch 1/1... Step 3490 Discriminator Loss: 0.7782... Generator Loss: 1.2892
Epoch 1/1... Step 3500 Discriminator Loss: 1.0683... Generator Loss: 0.8502
Epoch 1/1... Step 3510 Discriminator Loss: 1.0398... Generator Loss: 0.9205
Epoch 1/1... Step 3520 Discriminator Loss: 0.9510... Generator Loss: 0.9264
Epoch 1/1... Step 3530 Discriminator Loss: 1.1219... Generator Loss: 0.7291
Epoch 1/1... Step 3540 Discriminator Loss: 1.1863... Generator Loss: 0.8997
Epoch 1/1... Step 3550 Discriminator Loss: 1.2713... Generator Loss: 0.6872
Epoch 1/1... Step 3560 Discriminator Loss: 1.0224... Generator Loss: 0.8214
Epoch 1/1... Step 3570 Discriminator Loss: 1.2374... Generator Loss: 0.8100
Epoch 1/1... Step 3580 Discriminator Loss: 0.8870... Generator Loss: 0.9554
Epoch 1/1... Step 3590 Discriminator Loss: 0.7511... Generator Loss: 1.1807
Epoch 1/1... Step 3600 Discriminator Loss: 1.1015... Generator Loss: 1.0685
Epoch 1/1... Step 3610 Discriminator Loss: 1.4398... Generator Loss: 2.2938
Epoch 1/1... Step 3620 Discriminator Loss: 0.9254... Generator Loss: 0.9575
Epoch 1/1... Step 3630 Discriminator Loss: 1.0054... Generator Loss: 1.1694
Epoch 1/1... Step 3640 Discriminator Loss: 1.1550... Generator Loss: 0.8876
Epoch 1/1... Step 3650 Discriminator Loss: 0.8469... Generator Loss: 1.2454
Epoch 1/1... Step 3660 Discriminator Loss: 1.0549... Generator Loss: 0.9588
Epoch 1/1... Step 3670 Discriminator Loss: 0.9520... Generator Loss: 1.0625
Epoch 1/1... Step 3680 Discriminator Loss: 1.0650... Generator Loss: 0.9285
Epoch 1/1... Step 3690 Discriminator Loss: 1.2276... Generator Loss: 0.6751
Epoch 1/1... Step 3700 Discriminator Loss: 1.1703... Generator Loss: 0.6662
Epoch 1/1... Step 3710 Discriminator Loss: 1.1399... Generator Loss: 0.8124
Epoch 1/1... Step 3720 Discriminator Loss: 1.1369... Generator Loss: 0.8440
Epoch 1/1... Step 3730 Discriminator Loss: 1.1446... Generator Loss: 0.7892
Epoch 1/1... Step 3740 Discriminator Loss: 1.3799... Generator Loss: 0.5209
Epoch 1/1... Step 3750 Discriminator Loss: 0.9853... Generator Loss: 0.8517
Epoch 1/1... Step 3760 Discriminator Loss: 1.1002... Generator Loss: 1.9696
Epoch 1/1... Step 3770 Discriminator Loss: 0.9044... Generator Loss: 1.5625
Epoch 1/1... Step 3780 Discriminator Loss: 1.2518... Generator Loss: 0.6635
Epoch 1/1... Step 3790 Discriminator Loss: 1.0258... Generator Loss: 0.9118
Epoch 1/1... Step 3800 Discriminator Loss: 1.0097... Generator Loss: 0.8251
Epoch 1/1... Step 3810 Discriminator Loss: 1.1759... Generator Loss: 0.8205
Epoch 1/1... Step 3820 Discriminator Loss: 1.0591... Generator Loss: 0.7960
Epoch 1/1... Step 3830 Discriminator Loss: 1.2532... Generator Loss: 2.1940
Epoch 1/1... Step 3840 Discriminator Loss: 0.9689... Generator Loss: 1.4127
Epoch 1/1... Step 3850 Discriminator Loss: 0.8439... Generator Loss: 1.6121
Epoch 1/1... Step 3860 Discriminator Loss: 1.0791... Generator Loss: 1.6384
Epoch 1/1... Step 3870 Discriminator Loss: 1.2271... Generator Loss: 0.8326
Epoch 1/1... Step 3880 Discriminator Loss: 1.4094... Generator Loss: 0.5417
Epoch 1/1... Step 3890 Discriminator Loss: 0.9367... Generator Loss: 1.0438
Epoch 1/1... Step 3900 Discriminator Loss: 0.7920... Generator Loss: 1.1798
Epoch 1/1... Step 3910 Discriminator Loss: 1.3178... Generator Loss: 0.5495
Epoch 1/1... Step 3920 Discriminator Loss: 0.8481... Generator Loss: 0.9925
Epoch 1/1... Step 3930 Discriminator Loss: 1.1193... Generator Loss: 0.6947
Epoch 1/1... Step 3940 Discriminator Loss: 1.5159... Generator Loss: 0.4157
Epoch 1/1... Step 3950 Discriminator Loss: 1.3525... Generator Loss: 0.5857
Epoch 1/1... Step 3960 Discriminator Loss: 1.1461... Generator Loss: 0.9093
Epoch 1/1... Step 3970 Discriminator Loss: 0.9975... Generator Loss: 1.1971
Epoch 1/1... Step 3980 Discriminator Loss: 1.1040... Generator Loss: 1.1066
Epoch 1/1... Step 3990 Discriminator Loss: 1.0426... Generator Loss: 0.8149
Epoch 1/1... Step 4000 Discriminator Loss: 0.9368... Generator Loss: 1.1290
Epoch 1/1... Step 4010 Discriminator Loss: 1.1708... Generator Loss: 0.7754
Epoch 1/1... Step 4020 Discriminator Loss: 0.9907... Generator Loss: 1.0762
Epoch 1/1... Step 4030 Discriminator Loss: 1.0492... Generator Loss: 0.8780
Epoch 1/1... Step 4040 Discriminator Loss: 1.2098... Generator Loss: 1.0575
Epoch 1/1... Step 4050 Discriminator Loss: 1.2729... Generator Loss: 0.6001
Epoch 1/1... Step 4060 Discriminator Loss: 0.9765... Generator Loss: 0.8933
Epoch 1/1... Step 4070 Discriminator Loss: 1.0705... Generator Loss: 0.9153
Epoch 1/1... Step 4080 Discriminator Loss: 0.9292... Generator Loss: 1.7452
Epoch 1/1... Step 4090 Discriminator Loss: 0.9506... Generator Loss: 1.2290
Epoch 1/1... Step 4100 Discriminator Loss: 0.9888... Generator Loss: 0.8858
Epoch 1/1... Step 4110 Discriminator Loss: 0.9604... Generator Loss: 0.9890
Epoch 1/1... Step 4120 Discriminator Loss: 1.1348... Generator Loss: 1.3543
Epoch 1/1... Step 4130 Discriminator Loss: 1.1836... Generator Loss: 0.7413
Epoch 1/1... Step 4140 Discriminator Loss: 1.0783... Generator Loss: 1.2559
Epoch 1/1... Step 4150 Discriminator Loss: 1.0542... Generator Loss: 1.0055
Epoch 1/1... Step 4160 Discriminator Loss: 1.0787... Generator Loss: 0.7495
Epoch 1/1... Step 4170 Discriminator Loss: 1.1704... Generator Loss: 0.8718
Epoch 1/1... Step 4180 Discriminator Loss: 1.0490... Generator Loss: 0.9907
Epoch 1/1... Step 4190 Discriminator Loss: 1.4744... Generator Loss: 1.2623
Epoch 1/1... Step 4200 Discriminator Loss: 0.8087... Generator Loss: 1.2923
Epoch 1/1... Step 4210 Discriminator Loss: 1.0115... Generator Loss: 0.9221
Epoch 1/1... Step 4220 Discriminator Loss: 0.6479... Generator Loss: 1.5194
Epoch 1/1... Step 4230 Discriminator Loss: 0.4851... Generator Loss: 2.1788
Epoch 1/1... Step 4240 Discriminator Loss: 1.2015... Generator Loss: 1.8126
Epoch 1/1... Step 4250 Discriminator Loss: 1.2167... Generator Loss: 1.2176
Epoch 1/1... Step 4260 Discriminator Loss: 1.6712... Generator Loss: 0.4313
Epoch 1/1... Step 4270 Discriminator Loss: 1.0765... Generator Loss: 0.7334
Epoch 1/1... Step 4280 Discriminator Loss: 0.6263... Generator Loss: 1.5148
Epoch 1/1... Step 4290 Discriminator Loss: 3.7760... Generator Loss: 4.1982
Epoch 1/1... Step 4300 Discriminator Loss: 1.1571... Generator Loss: 1.0441
Epoch 1/1... Step 4310 Discriminator Loss: 1.1327... Generator Loss: 0.8016
Epoch 1/1... Step 4320 Discriminator Loss: 0.9461... Generator Loss: 1.0155
Epoch 1/1... Step 4330 Discriminator Loss: 0.8052... Generator Loss: 1.1090
Epoch 1/1... Step 4340 Discriminator Loss: 0.9687... Generator Loss: 1.0494
Epoch 1/1... Step 4350 Discriminator Loss: 1.2990... Generator Loss: 0.7607
Epoch 1/1... Step 4360 Discriminator Loss: 1.1980... Generator Loss: 0.6362
Epoch 1/1... Step 4370 Discriminator Loss: 1.1762... Generator Loss: 0.7533
Epoch 1/1... Step 4380 Discriminator Loss: 0.8379... Generator Loss: 1.1690
Epoch 1/1... Step 4390 Discriminator Loss: 1.2807... Generator Loss: 0.6213
Epoch 1/1... Step 4400 Discriminator Loss: 1.1708... Generator Loss: 0.6791
Epoch 1/1... Step 4410 Discriminator Loss: 1.2580... Generator Loss: 0.5985
Epoch 1/1... Step 4420 Discriminator Loss: 0.9525... Generator Loss: 1.1960
Epoch 1/1... Step 4430 Discriminator Loss: 1.3131... Generator Loss: 0.6432
Epoch 1/1... Step 4440 Discriminator Loss: 1.0911... Generator Loss: 0.8626
Epoch 1/1... Step 4450 Discriminator Loss: 0.9279... Generator Loss: 0.8953
Epoch 1/1... Step 4460 Discriminator Loss: 1.1957... Generator Loss: 0.7026
Epoch 1/1... Step 4470 Discriminator Loss: 0.9871... Generator Loss: 0.8934
Epoch 1/1... Step 4480 Discriminator Loss: 1.1020... Generator Loss: 0.7702
Epoch 1/1... Step 4490 Discriminator Loss: 1.3342... Generator Loss: 0.5506
Epoch 1/1... Step 4500 Discriminator Loss: 1.3970... Generator Loss: 0.5800
Epoch 1/1... Step 4510 Discriminator Loss: 0.9151... Generator Loss: 1.0419
Epoch 1/1... Step 4520 Discriminator Loss: 1.0325... Generator Loss: 0.9316
Epoch 1/1... Step 4530 Discriminator Loss: 0.9426... Generator Loss: 1.2483
Epoch 1/1... Step 4540 Discriminator Loss: 0.9690... Generator Loss: 1.0658
Epoch 1/1... Step 4550 Discriminator Loss: 1.0449... Generator Loss: 0.8866
Epoch 1/1... Step 4560 Discriminator Loss: 1.1735... Generator Loss: 0.8864
Epoch 1/1... Step 4570 Discriminator Loss: 1.2746... Generator Loss: 0.8742
Epoch 1/1... Step 4580 Discriminator Loss: 0.8856... Generator Loss: 1.1978
Epoch 1/1... Step 4590 Discriminator Loss: 1.1084... Generator Loss: 1.1956
Epoch 1/1... Step 4600 Discriminator Loss: 1.2232... Generator Loss: 1.1096
Epoch 1/1... Step 4610 Discriminator Loss: 1.3652... Generator Loss: 1.9402
Epoch 1/1... Step 4620 Discriminator Loss: 1.1552... Generator Loss: 0.6678
Epoch 1/1... Step 4630 Discriminator Loss: 0.9668... Generator Loss: 0.9228
Epoch 1/1... Step 4640 Discriminator Loss: 1.0418... Generator Loss: 0.8670
Epoch 1/1... Step 4650 Discriminator Loss: 1.0980... Generator Loss: 0.8202
Epoch 1/1... Step 4660 Discriminator Loss: 1.0457... Generator Loss: 0.8422
Epoch 1/1... Step 4670 Discriminator Loss: 0.9220... Generator Loss: 1.1236
Epoch 1/1... Step 4680 Discriminator Loss: 0.9915... Generator Loss: 0.8203
Epoch 1/1... Step 4690 Discriminator Loss: 1.1763... Generator Loss: 0.7255
Epoch 1/1... Step 4700 Discriminator Loss: 1.0840... Generator Loss: 1.2063
Epoch 1/1... Step 4710 Discriminator Loss: 0.8241... Generator Loss: 1.2246
Epoch 1/1... Step 4720 Discriminator Loss: 1.0593... Generator Loss: 0.7718
Epoch 1/1... Step 4730 Discriminator Loss: 0.9781... Generator Loss: 0.9087
Epoch 1/1... Step 4740 Discriminator Loss: 1.0922... Generator Loss: 0.7189
Epoch 1/1... Step 4750 Discriminator Loss: 1.0168... Generator Loss: 0.8375
Epoch 1/1... Step 4760 Discriminator Loss: 1.1360... Generator Loss: 1.9066
Epoch 1/1... Step 4770 Discriminator Loss: 0.9567... Generator Loss: 1.2394
Epoch 1/1... Step 4780 Discriminator Loss: 1.0106... Generator Loss: 1.0572
Epoch 1/1... Step 4790 Discriminator Loss: 0.9346... Generator Loss: 0.9721
Epoch 1/1... Step 4800 Discriminator Loss: 1.2027... Generator Loss: 0.8633
Epoch 1/1... Step 4810 Discriminator Loss: 1.2972... Generator Loss: 0.5620
Epoch 1/1... Step 4820 Discriminator Loss: 1.0212... Generator Loss: 1.0172
Epoch 1/1... Step 4830 Discriminator Loss: 0.8613... Generator Loss: 1.0876
Epoch 1/1... Step 4840 Discriminator Loss: 0.9335... Generator Loss: 1.9200
Epoch 1/1... Step 4850 Discriminator Loss: 1.0773... Generator Loss: 1.0253
Epoch 1/1... Step 4860 Discriminator Loss: 1.0596... Generator Loss: 0.8632
Epoch 1/1... Step 4870 Discriminator Loss: 0.7901... Generator Loss: 1.1096
Epoch 1/1... Step 4880 Discriminator Loss: 1.2581... Generator Loss: 0.7803
Epoch 1/1... Step 4890 Discriminator Loss: 0.9733... Generator Loss: 0.9101
Epoch 1/1... Step 4900 Discriminator Loss: 0.8698... Generator Loss: 1.2756
Epoch 1/1... Step 4910 Discriminator Loss: 1.0265... Generator Loss: 0.8156
Epoch 1/1... Step 4920 Discriminator Loss: 1.1356... Generator Loss: 0.8466
Epoch 1/1... Step 4930 Discriminator Loss: 1.0630... Generator Loss: 0.8836
Epoch 1/1... Step 4940 Discriminator Loss: 0.9543... Generator Loss: 1.3474
Epoch 1/1... Step 4950 Discriminator Loss: 0.8628... Generator Loss: 1.1182
Epoch 1/1... Step 4960 Discriminator Loss: 1.0236... Generator Loss: 1.1426
Epoch 1/1... Step 4970 Discriminator Loss: 1.1586... Generator Loss: 0.7144
Epoch 1/1... Step 4980 Discriminator Loss: 0.8123... Generator Loss: 1.1299
Epoch 1/1... Step 4990 Discriminator Loss: 1.1074... Generator Loss: 0.8327
Epoch 1/1... Step 5000 Discriminator Loss: 0.9055... Generator Loss: 1.2640
Epoch 1/1... Step 5010 Discriminator Loss: 1.3021... Generator Loss: 0.8983
Epoch 1/1... Step 5020 Discriminator Loss: 1.2422... Generator Loss: 0.6556
Epoch 1/1... Step 5030 Discriminator Loss: 1.0702... Generator Loss: 0.7928
Epoch 1/1... Step 5040 Discriminator Loss: 1.1452... Generator Loss: 1.1189
Epoch 1/1... Step 5050 Discriminator Loss: 0.7758... Generator Loss: 1.1435
Epoch 1/1... Step 5060 Discriminator Loss: 1.0474... Generator Loss: 0.8349
Epoch 1/1... Step 5070 Discriminator Loss: 0.9647... Generator Loss: 1.0059
Epoch 1/1... Step 5080 Discriminator Loss: 1.0559... Generator Loss: 0.7922
Epoch 1/1... Step 5090 Discriminator Loss: 0.8617... Generator Loss: 1.2011
Epoch 1/1... Step 5100 Discriminator Loss: 1.2099... Generator Loss: 1.3297
Epoch 1/1... Step 5110 Discriminator Loss: 1.2913... Generator Loss: 0.6179
Epoch 1/1... Step 5120 Discriminator Loss: 1.2827... Generator Loss: 0.6178
Epoch 1/1... Step 5130 Discriminator Loss: 0.9895... Generator Loss: 0.9483
Epoch 1/1... Step 5140 Discriminator Loss: 1.2234... Generator Loss: 0.7447
Epoch 1/1... Step 5150 Discriminator Loss: 1.2918... Generator Loss: 1.5107
Epoch 1/1... Step 5160 Discriminator Loss: 1.1056... Generator Loss: 0.8905
Epoch 1/1... Step 5170 Discriminator Loss: 0.9883... Generator Loss: 0.9402
Epoch 1/1... Step 5180 Discriminator Loss: 1.0493... Generator Loss: 0.9181
Epoch 1/1... Step 5190 Discriminator Loss: 0.9941... Generator Loss: 1.4794
Epoch 1/1... Step 5200 Discriminator Loss: 0.6892... Generator Loss: 1.4252
Epoch 1/1... Step 5210 Discriminator Loss: 1.0046... Generator Loss: 1.0251
Epoch 1/1... Step 5220 Discriminator Loss: 0.9722... Generator Loss: 0.9737
Epoch 1/1... Step 5230 Discriminator Loss: 0.7763... Generator Loss: 1.4426
Epoch 1/1... Step 5240 Discriminator Loss: 0.9948... Generator Loss: 1.6269
Epoch 1/1... Step 5250 Discriminator Loss: 1.1029... Generator Loss: 1.0521
Epoch 1/1... Step 5260 Discriminator Loss: 1.0369... Generator Loss: 0.7625
Epoch 1/1... Step 5270 Discriminator Loss: 1.0037... Generator Loss: 1.1307
Epoch 1/1... Step 5280 Discriminator Loss: 1.0732... Generator Loss: 0.7687
Epoch 1/1... Step 5290 Discriminator Loss: 1.0206... Generator Loss: 1.5092
Epoch 1/1... Step 5300 Discriminator Loss: 0.9998... Generator Loss: 1.2498
Epoch 1/1... Step 5310 Discriminator Loss: 1.0612... Generator Loss: 0.8644
Epoch 1/1... Step 5320 Discriminator Loss: 0.9679... Generator Loss: 1.0373
Epoch 1/1... Step 5330 Discriminator Loss: 1.0180... Generator Loss: 1.0485
Epoch 1/1... Step 5340 Discriminator Loss: 1.1368... Generator Loss: 0.8350
Epoch 1/1... Step 5350 Discriminator Loss: 0.8342... Generator Loss: 1.2961
Epoch 1/1... Step 5360 Discriminator Loss: 1.0179... Generator Loss: 1.1211
Epoch 1/1... Step 5370 Discriminator Loss: 0.9601... Generator Loss: 1.0290
Epoch 1/1... Step 5380 Discriminator Loss: 0.9810... Generator Loss: 1.3692
Epoch 1/1... Step 5390 Discriminator Loss: 0.8369... Generator Loss: 1.1959
Epoch 1/1... Step 5400 Discriminator Loss: 0.8491... Generator Loss: 1.4173
Epoch 1/1... Step 5410 Discriminator Loss: 1.2188... Generator Loss: 0.6547
Epoch 1/1... Step 5420 Discriminator Loss: 1.3610... Generator Loss: 1.8262
Epoch 1/1... Step 5430 Discriminator Loss: 1.3338... Generator Loss: 0.5657
Epoch 1/1... Step 5440 Discriminator Loss: 1.1606... Generator Loss: 0.7111
Epoch 1/1... Step 5450 Discriminator Loss: 0.8964... Generator Loss: 1.0696
Epoch 1/1... Step 5460 Discriminator Loss: 0.9731... Generator Loss: 0.9475
Epoch 1/1... Step 5470 Discriminator Loss: 1.0225... Generator Loss: 1.5232
Epoch 1/1... Step 5480 Discriminator Loss: 1.0304... Generator Loss: 0.8370
Epoch 1/1... Step 5490 Discriminator Loss: 1.1980... Generator Loss: 0.6967
Epoch 1/1... Step 5500 Discriminator Loss: 1.1012... Generator Loss: 0.7682
Epoch 1/1... Step 5510 Discriminator Loss: 1.0501... Generator Loss: 0.7718
Epoch 1/1... Step 5520 Discriminator Loss: 1.1846... Generator Loss: 0.7911
Epoch 1/1... Step 5530 Discriminator Loss: 1.0560... Generator Loss: 0.9078
Epoch 1/1... Step 5540 Discriminator Loss: 0.7746... Generator Loss: 1.6028
Epoch 1/1... Step 5550 Discriminator Loss: 1.3387... Generator Loss: 1.7109
Epoch 1/1... Step 5560 Discriminator Loss: 0.9582... Generator Loss: 0.9194
Epoch 1/1... Step 5570 Discriminator Loss: 0.9881... Generator Loss: 1.2068
Epoch 1/1... Step 5580 Discriminator Loss: 0.8867... Generator Loss: 1.1133
Epoch 1/1... Step 5590 Discriminator Loss: 1.0451... Generator Loss: 1.0851
Epoch 1/1... Step 5600 Discriminator Loss: 0.8706... Generator Loss: 1.2187
Epoch 1/1... Step 5610 Discriminator Loss: 1.2166... Generator Loss: 0.6392
Epoch 1/1... Step 5620 Discriminator Loss: 0.8111... Generator Loss: 1.4160
Epoch 1/1... Step 5630 Discriminator Loss: 1.2142... Generator Loss: 0.6599
Epoch 1/1... Step 5640 Discriminator Loss: 1.0243... Generator Loss: 0.8422
Epoch 1/1... Step 5650 Discriminator Loss: 1.0177... Generator Loss: 0.8841
Epoch 1/1... Step 5660 Discriminator Loss: 0.9796... Generator Loss: 1.0791
Epoch 1/1... Step 5670 Discriminator Loss: 0.7796... Generator Loss: 1.1620
Epoch 1/1... Step 5680 Discriminator Loss: 2.0373... Generator Loss: 0.2575
Epoch 1/1... Step 5690 Discriminator Loss: 1.0988... Generator Loss: 0.8252
Epoch 1/1... Step 5700 Discriminator Loss: 0.9035... Generator Loss: 1.0588
Epoch 1/1... Step 5710 Discriminator Loss: 1.1009... Generator Loss: 0.8099
Epoch 1/1... Step 5720 Discriminator Loss: 1.0313... Generator Loss: 0.9331
Epoch 1/1... Step 5730 Discriminator Loss: 0.9578... Generator Loss: 0.9487
Epoch 1/1... Step 5740 Discriminator Loss: 1.2235... Generator Loss: 0.8307
Epoch 1/1... Step 5750 Discriminator Loss: 0.8069... Generator Loss: 1.0363
Epoch 1/1... Step 5760 Discriminator Loss: 1.0276... Generator Loss: 1.3686
Epoch 1/1... Step 5770 Discriminator Loss: 1.2511... Generator Loss: 0.7125
Epoch 1/1... Step 5780 Discriminator Loss: 0.8144... Generator Loss: 1.2797
Epoch 1/1... Step 5790 Discriminator Loss: 1.1039... Generator Loss: 0.7253
Epoch 1/1... Step 5800 Discriminator Loss: 1.0338... Generator Loss: 0.8822
Epoch 1/1... Step 5810 Discriminator Loss: 0.9252... Generator Loss: 1.2866
Epoch 1/1... Step 5820 Discriminator Loss: 1.1889... Generator Loss: 0.7061
Epoch 1/1... Step 5830 Discriminator Loss: 1.0508... Generator Loss: 0.7987
Epoch 1/1... Step 5840 Discriminator Loss: 1.2455... Generator Loss: 0.8075
Epoch 1/1... Step 5850 Discriminator Loss: 0.9680... Generator Loss: 1.1628
Epoch 1/1... Step 5860 Discriminator Loss: 0.9272... Generator Loss: 1.0456
Epoch 1/1... Step 5870 Discriminator Loss: 1.1919... Generator Loss: 0.9600
Epoch 1/1... Step 5880 Discriminator Loss: 1.1524... Generator Loss: 0.9150
Epoch 1/1... Step 5890 Discriminator Loss: 0.9036... Generator Loss: 0.9752
Epoch 1/1... Step 5900 Discriminator Loss: 0.9264... Generator Loss: 1.0615
Epoch 1/1... Step 5910 Discriminator Loss: 0.7834... Generator Loss: 1.6262
Epoch 1/1... Step 5920 Discriminator Loss: 1.2229... Generator Loss: 0.6877
Epoch 1/1... Step 5930 Discriminator Loss: 0.9812... Generator Loss: 0.8559
Epoch 1/1... Step 5940 Discriminator Loss: 1.3509... Generator Loss: 0.5653
Epoch 1/1... Step 5950 Discriminator Loss: 0.9202... Generator Loss: 1.6373
Epoch 1/1... Step 5960 Discriminator Loss: 1.7742... Generator Loss: 0.3607
Epoch 1/1... Step 5970 Discriminator Loss: 1.6817... Generator Loss: 0.4035
Epoch 1/1... Step 5980 Discriminator Loss: 0.8876... Generator Loss: 1.3532
Epoch 1/1... Step 5990 Discriminator Loss: 0.8630... Generator Loss: 1.6613
Epoch 1/1... Step 6000 Discriminator Loss: 0.9305... Generator Loss: 1.5110
Epoch 1/1... Step 6010 Discriminator Loss: 1.5298... Generator Loss: 0.4571
Epoch 1/1... Step 6020 Discriminator Loss: 1.1978... Generator Loss: 0.7046
Epoch 1/1... Step 6030 Discriminator Loss: 1.2483... Generator Loss: 0.7647
Epoch 1/1... Step 6040 Discriminator Loss: 0.9766... Generator Loss: 0.9205
Epoch 1/1... Step 6050 Discriminator Loss: 1.0098... Generator Loss: 0.8999
Epoch 1/1... Step 6060 Discriminator Loss: 1.3834... Generator Loss: 0.5522
Epoch 1/1... Step 6070 Discriminator Loss: 0.8966... Generator Loss: 1.1371
Epoch 1/1... Step 6080 Discriminator Loss: 1.1067... Generator Loss: 0.7326
Epoch 1/1... Step 6090 Discriminator Loss: 1.0929... Generator Loss: 0.8307
Epoch 1/1... Step 6100 Discriminator Loss: 0.9781... Generator Loss: 1.1651
Epoch 1/1... Step 6110 Discriminator Loss: 1.0140... Generator Loss: 0.8858
Epoch 1/1... Step 6120 Discriminator Loss: 0.7552... Generator Loss: 1.2777
Epoch 1/1... Step 6130 Discriminator Loss: 1.3219... Generator Loss: 0.7309
Epoch 1/1... Step 6140 Discriminator Loss: 1.0304... Generator Loss: 0.9764
Epoch 1/1... Step 6150 Discriminator Loss: 0.9412... Generator Loss: 1.0060
Epoch 1/1... Step 6160 Discriminator Loss: 1.1852... Generator Loss: 0.7895
Epoch 1/1... Step 6170 Discriminator Loss: 1.2163... Generator Loss: 1.6129
Epoch 1/1... Step 6180 Discriminator Loss: 1.4039... Generator Loss: 0.6453
Epoch 1/1... Step 6190 Discriminator Loss: 1.0432... Generator Loss: 0.7694
Epoch 1/1... Step 6200 Discriminator Loss: 0.9471... Generator Loss: 0.9677
Epoch 1/1... Step 6210 Discriminator Loss: 0.8841... Generator Loss: 0.9873
Epoch 1/1... Step 6220 Discriminator Loss: 0.7798... Generator Loss: 1.3702
Epoch 1/1... Step 6230 Discriminator Loss: 1.0387... Generator Loss: 0.8991
Epoch 1/1... Step 6240 Discriminator Loss: 1.0265... Generator Loss: 0.9036
Epoch 1/1... Step 6250 Discriminator Loss: 1.0069... Generator Loss: 0.9774
Epoch 1/1... Step 6260 Discriminator Loss: 1.1447... Generator Loss: 0.7141
Epoch 1/1... Step 6270 Discriminator Loss: 0.7657... Generator Loss: 1.2723
Epoch 1/1... Step 6280 Discriminator Loss: 0.9960... Generator Loss: 0.9514
Epoch 1/1... Step 6290 Discriminator Loss: 1.5733... Generator Loss: 0.3973
Epoch 1/1... Step 6300 Discriminator Loss: 1.1404... Generator Loss: 0.6980
Epoch 1/1... Step 6310 Discriminator Loss: 0.8907... Generator Loss: 1.3098
Epoch 1/1... Step 6320 Discriminator Loss: 0.9144... Generator Loss: 1.2289
Epoch 1/1... Step 6330 Discriminator Loss: 0.9980... Generator Loss: 0.7756
In [57]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.2
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.6167... Generator Loss: 2.5025
Epoch 1/1... Step 20 Discriminator Loss: 1.5284... Generator Loss: 6.0543
Epoch 1/1... Step 30 Discriminator Loss: 1.4236... Generator Loss: 1.7231
Epoch 1/1... Step 40 Discriminator Loss: 1.1726... Generator Loss: 1.5932
Epoch 1/1... Step 50 Discriminator Loss: 1.1657... Generator Loss: 1.0757
Epoch 1/1... Step 60 Discriminator Loss: 3.0203... Generator Loss: 0.5982
Epoch 1/1... Step 70 Discriminator Loss: 1.0686... Generator Loss: 1.0250
Epoch 1/1... Step 80 Discriminator Loss: 1.0412... Generator Loss: 0.8429
Epoch 1/1... Step 90 Discriminator Loss: 1.2937... Generator Loss: 0.5557
Epoch 1/1... Step 100 Discriminator Loss: 2.9158... Generator Loss: 3.5895
Epoch 1/1... Step 110 Discriminator Loss: 1.6941... Generator Loss: 2.5806
Epoch 1/1... Step 120 Discriminator Loss: 1.1172... Generator Loss: 2.0718
Epoch 1/1... Step 130 Discriminator Loss: 7.1537... Generator Loss: 7.5185
Epoch 1/1... Step 140 Discriminator Loss: 1.3544... Generator Loss: 1.2215
Epoch 1/1... Step 150 Discriminator Loss: 1.4916... Generator Loss: 0.5295
Epoch 1/1... Step 160 Discriminator Loss: 1.7008... Generator Loss: 0.3633
Epoch 1/1... Step 170 Discriminator Loss: 1.4881... Generator Loss: 0.5106
Epoch 1/1... Step 180 Discriminator Loss: 1.5513... Generator Loss: 0.4299
Epoch 1/1... Step 190 Discriminator Loss: 1.3076... Generator Loss: 0.6806
Epoch 1/1... Step 200 Discriminator Loss: 1.3930... Generator Loss: 0.5561
Epoch 1/1... Step 210 Discriminator Loss: 1.4434... Generator Loss: 0.7377
Epoch 1/1... Step 220 Discriminator Loss: 1.3890... Generator Loss: 0.6609
Epoch 1/1... Step 230 Discriminator Loss: 1.7171... Generator Loss: 0.3882
Epoch 1/1... Step 240 Discriminator Loss: 1.2193... Generator Loss: 1.1885
Epoch 1/1... Step 250 Discriminator Loss: 1.3202... Generator Loss: 0.9356
Epoch 1/1... Step 260 Discriminator Loss: 1.2368... Generator Loss: 1.3091
Epoch 1/1... Step 270 Discriminator Loss: 1.3240... Generator Loss: 1.1824
Epoch 1/1... Step 280 Discriminator Loss: 1.3814... Generator Loss: 1.4446
Epoch 1/1... Step 290 Discriminator Loss: 1.5179... Generator Loss: 1.9310
Epoch 1/1... Step 300 Discriminator Loss: 1.1552... Generator Loss: 0.9423
Epoch 1/1... Step 310 Discriminator Loss: 1.3862... Generator Loss: 1.2017
Epoch 1/1... Step 320 Discriminator Loss: 0.9928... Generator Loss: 0.9747
Epoch 1/1... Step 330 Discriminator Loss: 1.4173... Generator Loss: 0.9405
Epoch 1/1... Step 340 Discriminator Loss: 1.2041... Generator Loss: 1.9913
Epoch 1/1... Step 350 Discriminator Loss: 1.1515... Generator Loss: 1.0091
Epoch 1/1... Step 360 Discriminator Loss: 0.6461... Generator Loss: 1.5626
Epoch 1/1... Step 370 Discriminator Loss: 1.4015... Generator Loss: 1.0316
Epoch 1/1... Step 380 Discriminator Loss: 1.1766... Generator Loss: 1.0318
Epoch 1/1... Step 390 Discriminator Loss: 1.4086... Generator Loss: 0.5949
Epoch 1/1... Step 400 Discriminator Loss: 1.1847... Generator Loss: 0.8004
Epoch 1/1... Step 410 Discriminator Loss: 1.3265... Generator Loss: 0.6521
Epoch 1/1... Step 420 Discriminator Loss: 0.8101... Generator Loss: 1.1590
Epoch 1/1... Step 430 Discriminator Loss: 1.6865... Generator Loss: 0.6032
Epoch 1/1... Step 440 Discriminator Loss: 1.2615... Generator Loss: 1.0006
Epoch 1/1... Step 450 Discriminator Loss: 1.2566... Generator Loss: 1.0058
Epoch 1/1... Step 460 Discriminator Loss: 1.3965... Generator Loss: 0.6173
Epoch 1/1... Step 470 Discriminator Loss: 1.3167... Generator Loss: 0.8925
Epoch 1/1... Step 480 Discriminator Loss: 0.8987... Generator Loss: 1.2731
Epoch 1/1... Step 490 Discriminator Loss: 1.2381... Generator Loss: 0.7932
Epoch 1/1... Step 500 Discriminator Loss: 1.4044... Generator Loss: 1.1354
Epoch 1/1... Step 510 Discriminator Loss: 1.1074... Generator Loss: 0.9674
Epoch 1/1... Step 520 Discriminator Loss: 1.1169... Generator Loss: 0.7181
Epoch 1/1... Step 530 Discriminator Loss: 1.2017... Generator Loss: 0.9321
Epoch 1/1... Step 540 Discriminator Loss: 1.5927... Generator Loss: 0.6777
Epoch 1/1... Step 550 Discriminator Loss: 0.9110... Generator Loss: 1.2609
Epoch 1/1... Step 560 Discriminator Loss: 0.7755... Generator Loss: 1.1408
Epoch 1/1... Step 570 Discriminator Loss: 0.8698... Generator Loss: 1.4101
Epoch 1/1... Step 580 Discriminator Loss: 0.8712... Generator Loss: 1.3496
Epoch 1/1... Step 590 Discriminator Loss: 0.8930... Generator Loss: 2.4909
Epoch 1/1... Step 600 Discriminator Loss: 0.6929... Generator Loss: 1.4727
Epoch 1/1... Step 610 Discriminator Loss: 0.7311... Generator Loss: 1.4243
Epoch 1/1... Step 620 Discriminator Loss: 1.3654... Generator Loss: 1.3549
Epoch 1/1... Step 630 Discriminator Loss: 1.2235... Generator Loss: 0.8724
Epoch 1/1... Step 640 Discriminator Loss: 0.8615... Generator Loss: 0.9887
Epoch 1/1... Step 650 Discriminator Loss: 2.8203... Generator Loss: 0.1131
Epoch 1/1... Step 660 Discriminator Loss: 1.0204... Generator Loss: 0.9449
Epoch 1/1... Step 670 Discriminator Loss: 0.3756... Generator Loss: 3.9514
Epoch 1/1... Step 680 Discriminator Loss: 0.5663... Generator Loss: 1.7249
Epoch 1/1... Step 690 Discriminator Loss: 0.7132... Generator Loss: 1.3691
Epoch 1/1... Step 700 Discriminator Loss: 0.5356... Generator Loss: 4.4298
Epoch 1/1... Step 710 Discriminator Loss: 0.5265... Generator Loss: 3.0162
Epoch 1/1... Step 720 Discriminator Loss: 1.2371... Generator Loss: 0.5848
Epoch 1/1... Step 730 Discriminator Loss: 0.5470... Generator Loss: 1.8474
Epoch 1/1... Step 740 Discriminator Loss: 1.2659... Generator Loss: 1.0729
Epoch 1/1... Step 750 Discriminator Loss: 1.0965... Generator Loss: 2.4948
Epoch 1/1... Step 760 Discriminator Loss: 1.3770... Generator Loss: 0.5254
Epoch 1/1... Step 770 Discriminator Loss: 1.0411... Generator Loss: 1.2827
Epoch 1/1... Step 780 Discriminator Loss: 1.5427... Generator Loss: 1.8817
Epoch 1/1... Step 790 Discriminator Loss: 0.5677... Generator Loss: 1.8921
Epoch 1/1... Step 800 Discriminator Loss: 1.3279... Generator Loss: 2.7188
Epoch 1/1... Step 810 Discriminator Loss: 0.7325... Generator Loss: 1.4684
Epoch 1/1... Step 820 Discriminator Loss: 1.3068... Generator Loss: 0.5603
Epoch 1/1... Step 830 Discriminator Loss: 1.1894... Generator Loss: 0.6400
Epoch 1/1... Step 840 Discriminator Loss: 1.5393... Generator Loss: 0.4172
Epoch 1/1... Step 850 Discriminator Loss: 2.0027... Generator Loss: 0.3330
Epoch 1/1... Step 860 Discriminator Loss: 0.5617... Generator Loss: 2.3010
Epoch 1/1... Step 870 Discriminator Loss: 0.8258... Generator Loss: 1.5404
Epoch 1/1... Step 880 Discriminator Loss: 0.5940... Generator Loss: 1.5747
Epoch 1/1... Step 890 Discriminator Loss: 0.8064... Generator Loss: 1.2856
Epoch 1/1... Step 900 Discriminator Loss: 3.2362... Generator Loss: 0.1037
Epoch 1/1... Step 910 Discriminator Loss: 1.2713... Generator Loss: 0.7087
Epoch 1/1... Step 920 Discriminator Loss: 1.0246... Generator Loss: 0.9157
Epoch 1/1... Step 930 Discriminator Loss: 1.4684... Generator Loss: 0.4411
Epoch 1/1... Step 940 Discriminator Loss: 1.0839... Generator Loss: 0.8562
Epoch 1/1... Step 950 Discriminator Loss: 1.1314... Generator Loss: 1.0677
Epoch 1/1... Step 960 Discriminator Loss: 1.0193... Generator Loss: 1.1180
Epoch 1/1... Step 970 Discriminator Loss: 1.0734... Generator Loss: 1.4000
Epoch 1/1... Step 980 Discriminator Loss: 1.5974... Generator Loss: 1.6609
Epoch 1/1... Step 990 Discriminator Loss: 2.6231... Generator Loss: 3.7936
Epoch 1/1... Step 1000 Discriminator Loss: 1.2238... Generator Loss: 1.2596
Epoch 1/1... Step 1010 Discriminator Loss: 1.5198... Generator Loss: 2.3421
Epoch 1/1... Step 1020 Discriminator Loss: 0.5303... Generator Loss: 2.2367
Epoch 1/1... Step 1030 Discriminator Loss: 0.9069... Generator Loss: 1.5979
Epoch 1/1... Step 1040 Discriminator Loss: 1.2018... Generator Loss: 1.0673
Epoch 1/1... Step 1050 Discriminator Loss: 1.1379... Generator Loss: 1.0963
Epoch 1/1... Step 1060 Discriminator Loss: 1.2802... Generator Loss: 2.3815
Epoch 1/1... Step 1070 Discriminator Loss: 1.3946... Generator Loss: 0.4965
Epoch 1/1... Step 1080 Discriminator Loss: 0.9520... Generator Loss: 1.0675
Epoch 1/1... Step 1090 Discriminator Loss: 1.1878... Generator Loss: 1.1517
Epoch 1/1... Step 1100 Discriminator Loss: 1.1689... Generator Loss: 0.7169
Epoch 1/1... Step 1110 Discriminator Loss: 1.3108... Generator Loss: 0.9077
Epoch 1/1... Step 1120 Discriminator Loss: 1.2703... Generator Loss: 1.0605
Epoch 1/1... Step 1130 Discriminator Loss: 1.5053... Generator Loss: 2.1250
Epoch 1/1... Step 1140 Discriminator Loss: 0.9849... Generator Loss: 0.8788
Epoch 1/1... Step 1150 Discriminator Loss: 1.1591... Generator Loss: 1.4670
Epoch 1/1... Step 1160 Discriminator Loss: 1.0588... Generator Loss: 1.0511
Epoch 1/1... Step 1170 Discriminator Loss: 0.9166... Generator Loss: 1.0357
Epoch 1/1... Step 1180 Discriminator Loss: 0.8347... Generator Loss: 0.9879
Epoch 1/1... Step 1190 Discriminator Loss: 0.8793... Generator Loss: 1.0414
Epoch 1/1... Step 1200 Discriminator Loss: 1.4822... Generator Loss: 0.7087
Epoch 1/1... Step 1210 Discriminator Loss: 1.0563... Generator Loss: 1.0433
Epoch 1/1... Step 1220 Discriminator Loss: 1.0860... Generator Loss: 0.9849
Epoch 1/1... Step 1230 Discriminator Loss: 1.0355... Generator Loss: 0.9685
Epoch 1/1... Step 1240 Discriminator Loss: 1.5442... Generator Loss: 0.5203
Epoch 1/1... Step 1250 Discriminator Loss: 0.8397... Generator Loss: 1.1998
Epoch 1/1... Step 1260 Discriminator Loss: 1.0353... Generator Loss: 0.9072
Epoch 1/1... Step 1270 Discriminator Loss: 1.2109... Generator Loss: 1.3618
Epoch 1/1... Step 1280 Discriminator Loss: 0.8122... Generator Loss: 1.6810
Epoch 1/1... Step 1290 Discriminator Loss: 0.7419... Generator Loss: 2.3325
Epoch 1/1... Step 1300 Discriminator Loss: 0.4978... Generator Loss: 2.1536
Epoch 1/1... Step 1310 Discriminator Loss: 1.2734... Generator Loss: 0.6362
Epoch 1/1... Step 1320 Discriminator Loss: 1.0441... Generator Loss: 0.7781
Epoch 1/1... Step 1330 Discriminator Loss: 1.0492... Generator Loss: 1.3169
Epoch 1/1... Step 1340 Discriminator Loss: 2.8450... Generator Loss: 5.1758
Epoch 1/1... Step 1350 Discriminator Loss: 1.0137... Generator Loss: 0.8642
Epoch 1/1... Step 1360 Discriminator Loss: 1.4187... Generator Loss: 0.6700
Epoch 1/1... Step 1370 Discriminator Loss: 1.3607... Generator Loss: 1.3372
Epoch 1/1... Step 1380 Discriminator Loss: 0.8267... Generator Loss: 1.0758
Epoch 1/1... Step 1390 Discriminator Loss: 0.8162... Generator Loss: 1.1708
Epoch 1/1... Step 1400 Discriminator Loss: 0.9879... Generator Loss: 1.1675
Epoch 1/1... Step 1410 Discriminator Loss: 0.8557... Generator Loss: 1.1215
Epoch 1/1... Step 1420 Discriminator Loss: 1.0010... Generator Loss: 1.1112
Epoch 1/1... Step 1430 Discriminator Loss: 0.6993... Generator Loss: 1.2562
Epoch 1/1... Step 1440 Discriminator Loss: 1.1424... Generator Loss: 0.8301
Epoch 1/1... Step 1450 Discriminator Loss: 0.9233... Generator Loss: 0.9417
Epoch 1/1... Step 1460 Discriminator Loss: 1.0934... Generator Loss: 2.2532
Epoch 1/1... Step 1470 Discriminator Loss: 1.0455... Generator Loss: 1.0043
Epoch 1/1... Step 1480 Discriminator Loss: 1.0287... Generator Loss: 1.2064
Epoch 1/1... Step 1490 Discriminator Loss: 1.7622... Generator Loss: 0.3628
Epoch 1/1... Step 1500 Discriminator Loss: 1.2324... Generator Loss: 1.0994
Epoch 1/1... Step 1510 Discriminator Loss: 0.7082... Generator Loss: 1.4427
Epoch 1/1... Step 1520 Discriminator Loss: 1.4500... Generator Loss: 0.5025
Epoch 1/1... Step 1530 Discriminator Loss: 1.4849... Generator Loss: 2.0863
Epoch 1/1... Step 1540 Discriminator Loss: 1.1835... Generator Loss: 0.6903
Epoch 1/1... Step 1550 Discriminator Loss: 1.0581... Generator Loss: 1.0045
Epoch 1/1... Step 1560 Discriminator Loss: 1.6042... Generator Loss: 0.4479
Epoch 1/1... Step 1570 Discriminator Loss: 0.8377... Generator Loss: 1.0582
Epoch 1/1... Step 1580 Discriminator Loss: 1.0331... Generator Loss: 0.9776
Epoch 1/1... Step 1590 Discriminator Loss: 1.4575... Generator Loss: 0.5809
Epoch 1/1... Step 1600 Discriminator Loss: 0.9509... Generator Loss: 1.3317
Epoch 1/1... Step 1610 Discriminator Loss: 0.9319... Generator Loss: 1.1480
Epoch 1/1... Step 1620 Discriminator Loss: 0.9107... Generator Loss: 0.9721
Epoch 1/1... Step 1630 Discriminator Loss: 0.8159... Generator Loss: 1.0334
Epoch 1/1... Step 1640 Discriminator Loss: 1.0763... Generator Loss: 1.2265
Epoch 1/1... Step 1650 Discriminator Loss: 0.9935... Generator Loss: 0.8824
Epoch 1/1... Step 1660 Discriminator Loss: 0.9001... Generator Loss: 0.9940
Epoch 1/1... Step 1670 Discriminator Loss: 0.8724... Generator Loss: 1.2468
Epoch 1/1... Step 1680 Discriminator Loss: 1.0836... Generator Loss: 1.0815
Epoch 1/1... Step 1690 Discriminator Loss: 1.2991... Generator Loss: 1.8983
Epoch 1/1... Step 1700 Discriminator Loss: 1.1413... Generator Loss: 1.0048
Epoch 1/1... Step 1710 Discriminator Loss: 1.1939... Generator Loss: 0.7846
Epoch 1/1... Step 1720 Discriminator Loss: 1.1510... Generator Loss: 1.3355
Epoch 1/1... Step 1730 Discriminator Loss: 1.2040... Generator Loss: 2.0423
Epoch 1/1... Step 1740 Discriminator Loss: 0.9653... Generator Loss: 0.9469
Epoch 1/1... Step 1750 Discriminator Loss: 1.0221... Generator Loss: 1.2448
Epoch 1/1... Step 1760 Discriminator Loss: 1.0340... Generator Loss: 0.9096
Epoch 1/1... Step 1770 Discriminator Loss: 0.9276... Generator Loss: 1.5003
Epoch 1/1... Step 1780 Discriminator Loss: 0.7816... Generator Loss: 1.2073
Epoch 1/1... Step 1790 Discriminator Loss: 0.8439... Generator Loss: 1.0852
Epoch 1/1... Step 1800 Discriminator Loss: 1.1243... Generator Loss: 0.7565
Epoch 1/1... Step 1810 Discriminator Loss: 1.1229... Generator Loss: 1.0477
Epoch 1/1... Step 1820 Discriminator Loss: 0.7801... Generator Loss: 1.2599
Epoch 1/1... Step 1830 Discriminator Loss: 0.9257... Generator Loss: 1.1765
Epoch 1/1... Step 1840 Discriminator Loss: 0.9206... Generator Loss: 0.8977
Epoch 1/1... Step 1850 Discriminator Loss: 1.0541... Generator Loss: 1.2523
Epoch 1/1... Step 1860 Discriminator Loss: 1.0736... Generator Loss: 1.1056
Epoch 1/1... Step 1870 Discriminator Loss: 1.0458... Generator Loss: 0.8127
Epoch 1/1... Step 1880 Discriminator Loss: 0.9761... Generator Loss: 1.4125
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Epoch 1/1... Step 1900 Discriminator Loss: 1.2952... Generator Loss: 0.6905
Epoch 1/1... Step 1910 Discriminator Loss: 0.9400... Generator Loss: 0.9720
Epoch 1/1... Step 1920 Discriminator Loss: 1.1569... Generator Loss: 0.7310
Epoch 1/1... Step 1930 Discriminator Loss: 1.1989... Generator Loss: 0.7138
Epoch 1/1... Step 1940 Discriminator Loss: 1.1434... Generator Loss: 1.1078
Epoch 1/1... Step 1950 Discriminator Loss: 1.0395... Generator Loss: 1.1290
Epoch 1/1... Step 1960 Discriminator Loss: 0.7367... Generator Loss: 1.3958
Epoch 1/1... Step 1970 Discriminator Loss: 1.1787... Generator Loss: 1.0111
Epoch 1/1... Step 1980 Discriminator Loss: 1.2533... Generator Loss: 0.9126
Epoch 1/1... Step 1990 Discriminator Loss: 1.1294... Generator Loss: 0.7209
Epoch 1/1... Step 2000 Discriminator Loss: 1.1555... Generator Loss: 1.0736
Epoch 1/1... Step 2010 Discriminator Loss: 1.1295... Generator Loss: 0.9747
Epoch 1/1... Step 2020 Discriminator Loss: 1.1002... Generator Loss: 0.7253
Epoch 1/1... Step 2030 Discriminator Loss: 0.6836... Generator Loss: 1.3795
Epoch 1/1... Step 2040 Discriminator Loss: 1.1461... Generator Loss: 0.9920
Epoch 1/1... Step 2050 Discriminator Loss: 1.0922... Generator Loss: 0.9203
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Epoch 1/1... Step 2070 Discriminator Loss: 1.0117... Generator Loss: 0.9514
Epoch 1/1... Step 2080 Discriminator Loss: 0.9028... Generator Loss: 0.9333
Epoch 1/1... Step 2090 Discriminator Loss: 1.0361... Generator Loss: 0.8135
Epoch 1/1... Step 2100 Discriminator Loss: 0.7734... Generator Loss: 1.3747
Epoch 1/1... Step 2110 Discriminator Loss: 1.0158... Generator Loss: 0.9851
Epoch 1/1... Step 2120 Discriminator Loss: 1.1480... Generator Loss: 1.2314
Epoch 1/1... Step 2130 Discriminator Loss: 1.1923... Generator Loss: 0.7034
Epoch 1/1... Step 2140 Discriminator Loss: 1.0830... Generator Loss: 0.8029
Epoch 1/1... Step 2150 Discriminator Loss: 0.9664... Generator Loss: 1.0628
Epoch 1/1... Step 2160 Discriminator Loss: 0.9172... Generator Loss: 1.1047
Epoch 1/1... Step 2170 Discriminator Loss: 1.0919... Generator Loss: 0.8684
Epoch 1/1... Step 2180 Discriminator Loss: 1.2411... Generator Loss: 1.9355
Epoch 1/1... Step 2190 Discriminator Loss: 1.1218... Generator Loss: 0.8465
Epoch 1/1... Step 2200 Discriminator Loss: 1.0346... Generator Loss: 0.9600
Epoch 1/1... Step 2210 Discriminator Loss: 1.9811... Generator Loss: 0.2499
Epoch 1/1... Step 2220 Discriminator Loss: 3.7396... Generator Loss: 3.9005
Epoch 1/1... Step 2230 Discriminator Loss: 1.0114... Generator Loss: 0.8534
Epoch 1/1... Step 2240 Discriminator Loss: 1.2735... Generator Loss: 2.0199
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Epoch 1/1... Step 2260 Discriminator Loss: 1.1907... Generator Loss: 0.6456
Epoch 1/1... Step 2270 Discriminator Loss: 1.2189... Generator Loss: 0.7584
Epoch 1/1... Step 2280 Discriminator Loss: 0.9025... Generator Loss: 1.0384
Epoch 1/1... Step 2290 Discriminator Loss: 1.0032... Generator Loss: 1.0690
Epoch 1/1... Step 2300 Discriminator Loss: 0.9806... Generator Loss: 1.3453
Epoch 1/1... Step 2310 Discriminator Loss: 2.1629... Generator Loss: 2.5372
Epoch 1/1... Step 2320 Discriminator Loss: 1.2196... Generator Loss: 1.0501
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Epoch 1/1... Step 2340 Discriminator Loss: 1.0375... Generator Loss: 0.8227
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Epoch 1/1... Step 2370 Discriminator Loss: 1.0212... Generator Loss: 0.9932
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Epoch 1/1... Step 2390 Discriminator Loss: 0.9794... Generator Loss: 1.7335
Epoch 1/1... Step 2400 Discriminator Loss: 0.9194... Generator Loss: 1.1072
Epoch 1/1... Step 2410 Discriminator Loss: 1.2593... Generator Loss: 0.6525
Epoch 1/1... Step 2420 Discriminator Loss: 1.1222... Generator Loss: 0.7003
Epoch 1/1... Step 2430 Discriminator Loss: 1.5839... Generator Loss: 1.7126
Epoch 1/1... Step 2440 Discriminator Loss: 1.4918... Generator Loss: 1.1386
Epoch 1/1... Step 2450 Discriminator Loss: 1.0445... Generator Loss: 1.1290
Epoch 1/1... Step 2460 Discriminator Loss: 0.9273... Generator Loss: 1.1171
Epoch 1/1... Step 2470 Discriminator Loss: 0.8295... Generator Loss: 1.5950
Epoch 1/1... Step 2480 Discriminator Loss: 1.0061... Generator Loss: 0.7807
Epoch 1/1... Step 2490 Discriminator Loss: 0.9640... Generator Loss: 0.9695
Epoch 1/1... Step 2500 Discriminator Loss: 0.8930... Generator Loss: 1.0903
Epoch 1/1... Step 2510 Discriminator Loss: 1.0095... Generator Loss: 0.9292
Epoch 1/1... Step 2520 Discriminator Loss: 1.2100... Generator Loss: 0.7110
Epoch 1/1... Step 2530 Discriminator Loss: 0.7126... Generator Loss: 1.4589
Epoch 1/1... Step 2540 Discriminator Loss: 1.2274... Generator Loss: 0.6135
Epoch 1/1... Step 2550 Discriminator Loss: 0.8239... Generator Loss: 1.7058
Epoch 1/1... Step 2560 Discriminator Loss: 1.3142... Generator Loss: 0.5617
Epoch 1/1... Step 2570 Discriminator Loss: 0.6543... Generator Loss: 1.4467
Epoch 1/1... Step 2580 Discriminator Loss: 1.0162... Generator Loss: 1.1553
Epoch 1/1... Step 2590 Discriminator Loss: 1.8424... Generator Loss: 0.2928
Epoch 1/1... Step 2600 Discriminator Loss: 1.1553... Generator Loss: 0.7515
Epoch 1/1... Step 2610 Discriminator Loss: 0.9249... Generator Loss: 1.0442
Epoch 1/1... Step 2620 Discriminator Loss: 0.8444... Generator Loss: 1.3964
Epoch 1/1... Step 2630 Discriminator Loss: 0.9059... Generator Loss: 1.5124
Epoch 1/1... Step 2640 Discriminator Loss: 0.9518... Generator Loss: 0.8806
Epoch 1/1... Step 2650 Discriminator Loss: 0.9921... Generator Loss: 1.1473
Epoch 1/1... Step 2660 Discriminator Loss: 0.8784... Generator Loss: 1.1705
Epoch 1/1... Step 2670 Discriminator Loss: 1.2419... Generator Loss: 0.6801
Epoch 1/1... Step 2680 Discriminator Loss: 0.9751... Generator Loss: 1.6319
Epoch 1/1... Step 2690 Discriminator Loss: 1.0613... Generator Loss: 0.8605
Epoch 1/1... Step 2700 Discriminator Loss: 1.0392... Generator Loss: 1.3558
Epoch 1/1... Step 2710 Discriminator Loss: 0.8283... Generator Loss: 1.1590
Epoch 1/1... Step 2720 Discriminator Loss: 0.9686... Generator Loss: 0.8889
Epoch 1/1... Step 2730 Discriminator Loss: 1.1628... Generator Loss: 0.7993
Epoch 1/1... Step 2740 Discriminator Loss: 0.8604... Generator Loss: 1.7967
Epoch 1/1... Step 2750 Discriminator Loss: 1.2581... Generator Loss: 0.6904
Epoch 1/1... Step 2760 Discriminator Loss: 1.7413... Generator Loss: 0.3724
Epoch 1/1... Step 2770 Discriminator Loss: 1.0714... Generator Loss: 0.7439
Epoch 1/1... Step 2780 Discriminator Loss: 1.0525... Generator Loss: 1.0759
Epoch 1/1... Step 2790 Discriminator Loss: 1.8266... Generator Loss: 0.3442
Epoch 1/1... Step 2800 Discriminator Loss: 1.0022... Generator Loss: 1.2689
Epoch 1/1... Step 2810 Discriminator Loss: 1.0157... Generator Loss: 1.5578
Epoch 1/1... Step 2820 Discriminator Loss: 1.1138... Generator Loss: 0.7250
Epoch 1/1... Step 2830 Discriminator Loss: 1.0608... Generator Loss: 0.7447
Epoch 1/1... Step 2840 Discriminator Loss: 0.4869... Generator Loss: 2.2005
Epoch 1/1... Step 2850 Discriminator Loss: 0.5344... Generator Loss: 2.0849
Epoch 1/1... Step 2860 Discriminator Loss: 0.6656... Generator Loss: 1.8427
Epoch 1/1... Step 2870 Discriminator Loss: 0.6587... Generator Loss: 1.6981
Epoch 1/1... Step 2880 Discriminator Loss: 0.5622... Generator Loss: 2.0121
Epoch 1/1... Step 2890 Discriminator Loss: 0.7244... Generator Loss: 1.3709
Epoch 1/1... Step 2900 Discriminator Loss: 0.4028... Generator Loss: 4.3296
Epoch 1/1... Step 2910 Discriminator Loss: 1.9852... Generator Loss: 3.3922
Epoch 1/1... Step 2920 Discriminator Loss: 0.6916... Generator Loss: 1.3223
Epoch 1/1... Step 2930 Discriminator Loss: 0.5666... Generator Loss: 1.7693
Epoch 1/1... Step 2940 Discriminator Loss: 0.5606... Generator Loss: 2.1990
Epoch 1/1... Step 2950 Discriminator Loss: 0.7810... Generator Loss: 1.5191
Epoch 1/1... Step 2960 Discriminator Loss: 1.0819... Generator Loss: 1.1176
Epoch 1/1... Step 2970 Discriminator Loss: 0.8515... Generator Loss: 1.3066
Epoch 1/1... Step 2980 Discriminator Loss: 0.7958... Generator Loss: 1.1793
Epoch 1/1... Step 2990 Discriminator Loss: 0.9287... Generator Loss: 1.1572
Epoch 1/1... Step 3000 Discriminator Loss: 1.1156... Generator Loss: 1.9249
Epoch 1/1... Step 3010 Discriminator Loss: 0.7777... Generator Loss: 1.2362
Epoch 1/1... Step 3020 Discriminator Loss: 1.3132... Generator Loss: 0.5730
Epoch 1/1... Step 3030 Discriminator Loss: 0.5964... Generator Loss: 1.8007
Epoch 1/1... Step 3040 Discriminator Loss: 1.4660... Generator Loss: 0.5016
Epoch 1/1... Step 3050 Discriminator Loss: 0.8795... Generator Loss: 1.0049
Epoch 1/1... Step 3060 Discriminator Loss: 1.3965... Generator Loss: 0.5947
Epoch 1/1... Step 3070 Discriminator Loss: 0.7611... Generator Loss: 1.3161
Epoch 1/1... Step 3080 Discriminator Loss: 0.8165... Generator Loss: 1.1983
Epoch 1/1... Step 3090 Discriminator Loss: 0.9224... Generator Loss: 1.0370
Epoch 1/1... Step 3100 Discriminator Loss: 0.9366... Generator Loss: 1.4577
Epoch 1/1... Step 3110 Discriminator Loss: 0.7157... Generator Loss: 1.4150
Epoch 1/1... Step 3120 Discriminator Loss: 2.6336... Generator Loss: 0.1501
Epoch 1/1... Step 3130 Discriminator Loss: 0.8116... Generator Loss: 1.2751
Epoch 1/1... Step 3140 Discriminator Loss: 1.2218... Generator Loss: 2.0610
Epoch 1/1... Step 3150 Discriminator Loss: 0.9019... Generator Loss: 1.8886
Epoch 1/1... Step 3160 Discriminator Loss: 1.0698... Generator Loss: 0.8942
Epoch 1/1... Step 3170 Discriminator Loss: 1.0338... Generator Loss: 0.9141
Epoch 1/1... Step 3180 Discriminator Loss: 1.4781... Generator Loss: 0.4516
Epoch 1/1... Step 3190 Discriminator Loss: 1.6937... Generator Loss: 0.4434
Epoch 1/1... Step 3200 Discriminator Loss: 2.1268... Generator Loss: 0.2163
Epoch 1/1... Step 3210 Discriminator Loss: 0.8534... Generator Loss: 1.0936
Epoch 1/1... Step 3220 Discriminator Loss: 1.0433... Generator Loss: 0.8468
Epoch 1/1... Step 3230 Discriminator Loss: 0.8654... Generator Loss: 1.3910
Epoch 1/1... Step 3240 Discriminator Loss: 1.3532... Generator Loss: 0.5690
Epoch 1/1... Step 3250 Discriminator Loss: 0.6553... Generator Loss: 1.5884
Epoch 1/1... Step 3260 Discriminator Loss: 1.2150... Generator Loss: 1.0472
Epoch 1/1... Step 3270 Discriminator Loss: 0.9934... Generator Loss: 1.3690
Epoch 1/1... Step 3280 Discriminator Loss: 1.0632... Generator Loss: 0.9385
Epoch 1/1... Step 3290 Discriminator Loss: 1.1792... Generator Loss: 0.7384
Epoch 1/1... Step 3300 Discriminator Loss: 1.4363... Generator Loss: 0.4728
Epoch 1/1... Step 3310 Discriminator Loss: 1.3784... Generator Loss: 2.2651
Epoch 1/1... Step 3320 Discriminator Loss: 1.0655... Generator Loss: 0.8360
Epoch 1/1... Step 3330 Discriminator Loss: 0.9028... Generator Loss: 1.0265
Epoch 1/1... Step 3340 Discriminator Loss: 1.2000... Generator Loss: 0.6346
Epoch 1/1... Step 3350 Discriminator Loss: 1.0665... Generator Loss: 1.3371
Epoch 1/1... Step 3360 Discriminator Loss: 1.1629... Generator Loss: 1.5800
Epoch 1/1... Step 3370 Discriminator Loss: 0.8988... Generator Loss: 0.9132
Epoch 1/1... Step 3380 Discriminator Loss: 1.8448... Generator Loss: 2.3592
Epoch 1/1... Step 3390 Discriminator Loss: 1.1307... Generator Loss: 0.6887
Epoch 1/1... Step 3400 Discriminator Loss: 0.9441... Generator Loss: 1.0163
Epoch 1/1... Step 3410 Discriminator Loss: 1.1254... Generator Loss: 1.1502
Epoch 1/1... Step 3420 Discriminator Loss: 0.9514... Generator Loss: 1.2274
Epoch 1/1... Step 3430 Discriminator Loss: 1.0511... Generator Loss: 1.1475
Epoch 1/1... Step 3440 Discriminator Loss: 1.0934... Generator Loss: 0.7662
Epoch 1/1... Step 3450 Discriminator Loss: 1.0788... Generator Loss: 1.7557
Epoch 1/1... Step 3460 Discriminator Loss: 1.3315... Generator Loss: 0.6518
Epoch 1/1... Step 3470 Discriminator Loss: 0.9855... Generator Loss: 2.1159
Epoch 1/1... Step 3480 Discriminator Loss: 0.9390... Generator Loss: 0.9346
Epoch 1/1... Step 3490 Discriminator Loss: 1.0232... Generator Loss: 0.8235
Epoch 1/1... Step 3500 Discriminator Loss: 0.9108... Generator Loss: 0.9946
Epoch 1/1... Step 3510 Discriminator Loss: 1.0225... Generator Loss: 1.4756
Epoch 1/1... Step 3520 Discriminator Loss: 0.8893... Generator Loss: 1.3813
Epoch 1/1... Step 3530 Discriminator Loss: 0.9784... Generator Loss: 1.7805
Epoch 1/1... Step 3540 Discriminator Loss: 0.9581... Generator Loss: 0.9199
Epoch 1/1... Step 3550 Discriminator Loss: 0.8826... Generator Loss: 1.0714
Epoch 1/1... Step 3560 Discriminator Loss: 0.8864... Generator Loss: 0.9374
Epoch 1/1... Step 3570 Discriminator Loss: 1.1172... Generator Loss: 0.8150
Epoch 1/1... Step 3580 Discriminator Loss: 0.9242... Generator Loss: 1.5493
Epoch 1/1... Step 3590 Discriminator Loss: 1.1167... Generator Loss: 0.7529
Epoch 1/1... Step 3600 Discriminator Loss: 0.9869... Generator Loss: 1.1360
Epoch 1/1... Step 3610 Discriminator Loss: 1.2883... Generator Loss: 0.6500
Epoch 1/1... Step 3620 Discriminator Loss: 0.8947... Generator Loss: 1.1625
Epoch 1/1... Step 3630 Discriminator Loss: 1.3710... Generator Loss: 0.5753
Epoch 1/1... Step 3640 Discriminator Loss: 2.4277... Generator Loss: 3.1981
Epoch 1/1... Step 3650 Discriminator Loss: 0.9148... Generator Loss: 0.9994
Epoch 1/1... Step 3660 Discriminator Loss: 0.9405... Generator Loss: 1.3337
Epoch 1/1... Step 3670 Discriminator Loss: 0.8236... Generator Loss: 1.3890
Epoch 1/1... Step 3680 Discriminator Loss: 1.0479... Generator Loss: 0.9023
Epoch 1/1... Step 3690 Discriminator Loss: 0.9248... Generator Loss: 0.9033
Epoch 1/1... Step 3700 Discriminator Loss: 0.7621... Generator Loss: 1.5188
Epoch 1/1... Step 3710 Discriminator Loss: 1.4398... Generator Loss: 2.3234
Epoch 1/1... Step 3720 Discriminator Loss: 1.2433... Generator Loss: 2.0303
Epoch 1/1... Step 3730 Discriminator Loss: 1.1942... Generator Loss: 0.7105
Epoch 1/1... Step 3740 Discriminator Loss: 0.8240... Generator Loss: 1.1614
Epoch 1/1... Step 3750 Discriminator Loss: 1.0163... Generator Loss: 0.9425
Epoch 1/1... Step 3760 Discriminator Loss: 0.9756... Generator Loss: 0.9295
Epoch 1/1... Step 3770 Discriminator Loss: 1.0857... Generator Loss: 0.7157
Epoch 1/1... Step 3780 Discriminator Loss: 0.8073... Generator Loss: 1.3495
Epoch 1/1... Step 3790 Discriminator Loss: 1.9585... Generator Loss: 0.2890
Epoch 1/1... Step 3800 Discriminator Loss: 0.9080... Generator Loss: 1.6312
Epoch 1/1... Step 3810 Discriminator Loss: 1.0790... Generator Loss: 0.7841
Epoch 1/1... Step 3820 Discriminator Loss: 1.0516... Generator Loss: 0.9365
Epoch 1/1... Step 3830 Discriminator Loss: 1.0117... Generator Loss: 0.9105
Epoch 1/1... Step 3840 Discriminator Loss: 0.9677... Generator Loss: 1.4045
Epoch 1/1... Step 3850 Discriminator Loss: 0.9916... Generator Loss: 1.5081
Epoch 1/1... Step 3860 Discriminator Loss: 1.1151... Generator Loss: 0.7848
Epoch 1/1... Step 3870 Discriminator Loss: 1.5711... Generator Loss: 0.4157
Epoch 1/1... Step 3880 Discriminator Loss: 1.6096... Generator Loss: 0.3816
Epoch 1/1... Step 3890 Discriminator Loss: 0.9158... Generator Loss: 1.1152
Epoch 1/1... Step 3900 Discriminator Loss: 1.1268... Generator Loss: 0.7020
Epoch 1/1... Step 3910 Discriminator Loss: 0.8774... Generator Loss: 1.0352
Epoch 1/1... Step 3920 Discriminator Loss: 0.7982... Generator Loss: 1.7525
Epoch 1/1... Step 3930 Discriminator Loss: 1.0988... Generator Loss: 0.7604
Epoch 1/1... Step 3940 Discriminator Loss: 0.9681... Generator Loss: 1.0988
Epoch 1/1... Step 3950 Discriminator Loss: 1.0451... Generator Loss: 0.8499
Epoch 1/1... Step 3960 Discriminator Loss: 1.1502... Generator Loss: 1.0147
Epoch 1/1... Step 3970 Discriminator Loss: 0.8588... Generator Loss: 1.3478
Epoch 1/1... Step 3980 Discriminator Loss: 0.9374... Generator Loss: 1.1819
Epoch 1/1... Step 3990 Discriminator Loss: 0.9160... Generator Loss: 1.7032
Epoch 1/1... Step 4000 Discriminator Loss: 0.9556... Generator Loss: 1.4507
Epoch 1/1... Step 4010 Discriminator Loss: 1.0238... Generator Loss: 0.8003
Epoch 1/1... Step 4020 Discriminator Loss: 0.8425... Generator Loss: 1.4578
Epoch 1/1... Step 4030 Discriminator Loss: 1.0302... Generator Loss: 0.8136
Epoch 1/1... Step 4040 Discriminator Loss: 1.1308... Generator Loss: 1.3731
Epoch 1/1... Step 4050 Discriminator Loss: 1.3091... Generator Loss: 0.5378
Epoch 1/1... Step 4060 Discriminator Loss: 1.1481... Generator Loss: 0.7568
Epoch 1/1... Step 4070 Discriminator Loss: 1.2990... Generator Loss: 0.6337
Epoch 1/1... Step 4080 Discriminator Loss: 1.2706... Generator Loss: 0.6751
Epoch 1/1... Step 4090 Discriminator Loss: 1.2065... Generator Loss: 0.6999
Epoch 1/1... Step 4100 Discriminator Loss: 1.1857... Generator Loss: 0.7649
Epoch 1/1... Step 4110 Discriminator Loss: 1.0733... Generator Loss: 1.1182
Epoch 1/1... Step 4120 Discriminator Loss: 1.0190... Generator Loss: 1.4360
Epoch 1/1... Step 4130 Discriminator Loss: 1.2922... Generator Loss: 0.5964
Epoch 1/1... Step 4140 Discriminator Loss: 0.7318... Generator Loss: 1.2819
Epoch 1/1... Step 4150 Discriminator Loss: 0.8817... Generator Loss: 1.1659
Epoch 1/1... Step 4160 Discriminator Loss: 1.3055... Generator Loss: 0.5947
Epoch 1/1... Step 4170 Discriminator Loss: 1.0504... Generator Loss: 0.7927
Epoch 1/1... Step 4180 Discriminator Loss: 1.2577... Generator Loss: 0.6210
Epoch 1/1... Step 4190 Discriminator Loss: 0.9269... Generator Loss: 1.5243
Epoch 1/1... Step 4200 Discriminator Loss: 1.5032... Generator Loss: 0.4720
Epoch 1/1... Step 4210 Discriminator Loss: 0.7941... Generator Loss: 1.2482
Epoch 1/1... Step 4220 Discriminator Loss: 1.9094... Generator Loss: 0.2936
Epoch 1/1... Step 4230 Discriminator Loss: 1.0137... Generator Loss: 0.9652
Epoch 1/1... Step 4240 Discriminator Loss: 1.3599... Generator Loss: 0.5937
Epoch 1/1... Step 4250 Discriminator Loss: 0.9574... Generator Loss: 1.1159
Epoch 1/1... Step 4260 Discriminator Loss: 0.8006... Generator Loss: 2.0139
Epoch 1/1... Step 4270 Discriminator Loss: 1.1882... Generator Loss: 0.7069
Epoch 1/1... Step 4280 Discriminator Loss: 0.9621... Generator Loss: 0.9176
Epoch 1/1... Step 4290 Discriminator Loss: 1.0010... Generator Loss: 0.9184
Epoch 1/1... Step 4300 Discriminator Loss: 1.1719... Generator Loss: 0.7235
Epoch 1/1... Step 4310 Discriminator Loss: 0.9843... Generator Loss: 0.8579
Epoch 1/1... Step 4320 Discriminator Loss: 1.2791... Generator Loss: 0.6042
Epoch 1/1... Step 4330 Discriminator Loss: 0.8632... Generator Loss: 1.2649
Epoch 1/1... Step 4340 Discriminator Loss: 1.5013... Generator Loss: 0.4591
Epoch 1/1... Step 4350 Discriminator Loss: 1.3755... Generator Loss: 0.6964
Epoch 1/1... Step 4360 Discriminator Loss: 1.0069... Generator Loss: 0.8623
Epoch 1/1... Step 4370 Discriminator Loss: 1.0090... Generator Loss: 1.1636
Epoch 1/1... Step 4380 Discriminator Loss: 0.9550... Generator Loss: 0.9234
Epoch 1/1... Step 4390 Discriminator Loss: 1.0215... Generator Loss: 0.8245
Epoch 1/1... Step 4400 Discriminator Loss: 0.8954... Generator Loss: 1.0180
Epoch 1/1... Step 4410 Discriminator Loss: 0.8757... Generator Loss: 1.3537
Epoch 1/1... Step 4420 Discriminator Loss: 1.2501... Generator Loss: 0.5979
Epoch 1/1... Step 4430 Discriminator Loss: 1.1346... Generator Loss: 1.1546
Epoch 1/1... Step 4440 Discriminator Loss: 0.9427... Generator Loss: 0.9605
Epoch 1/1... Step 4450 Discriminator Loss: 0.8881... Generator Loss: 1.0784
Epoch 1/1... Step 4460 Discriminator Loss: 1.0033... Generator Loss: 1.0293
Epoch 1/1... Step 4470 Discriminator Loss: 0.9840... Generator Loss: 0.8683
Epoch 1/1... Step 4480 Discriminator Loss: 1.0534... Generator Loss: 1.0259
Epoch 1/1... Step 4490 Discriminator Loss: 0.9518... Generator Loss: 0.8425
Epoch 1/1... Step 4500 Discriminator Loss: 0.9043... Generator Loss: 0.9141
Epoch 1/1... Step 4510 Discriminator Loss: 1.2933... Generator Loss: 0.6746
Epoch 1/1... Step 4520 Discriminator Loss: 1.2127... Generator Loss: 0.7649
Epoch 1/1... Step 4530 Discriminator Loss: 0.8816... Generator Loss: 1.0896
Epoch 1/1... Step 4540 Discriminator Loss: 1.1282... Generator Loss: 0.6587
Epoch 1/1... Step 4550 Discriminator Loss: 1.0231... Generator Loss: 1.0137
Epoch 1/1... Step 4560 Discriminator Loss: 1.2706... Generator Loss: 0.7286
Epoch 1/1... Step 4570 Discriminator Loss: 1.1695... Generator Loss: 0.7645
Epoch 1/1... Step 4580 Discriminator Loss: 1.0956... Generator Loss: 0.8807
Epoch 1/1... Step 4590 Discriminator Loss: 0.9284... Generator Loss: 1.0923
Epoch 1/1... Step 4600 Discriminator Loss: 1.0671... Generator Loss: 1.2015
Epoch 1/1... Step 4610 Discriminator Loss: 1.1259... Generator Loss: 1.1761
Epoch 1/1... Step 4620 Discriminator Loss: 0.9761... Generator Loss: 1.2095
Epoch 1/1... Step 4630 Discriminator Loss: 0.9829... Generator Loss: 0.9158
Epoch 1/1... Step 4640 Discriminator Loss: 0.9072... Generator Loss: 1.1286
Epoch 1/1... Step 4650 Discriminator Loss: 0.6908... Generator Loss: 1.6762
Epoch 1/1... Step 4660 Discriminator Loss: 0.4673... Generator Loss: 2.3397
Epoch 1/1... Step 4670 Discriminator Loss: 0.4752... Generator Loss: 3.0435
Epoch 1/1... Step 4680 Discriminator Loss: 0.4970... Generator Loss: 2.2920
Epoch 1/1... Step 4690 Discriminator Loss: 0.4036... Generator Loss: 3.1790
Epoch 1/1... Step 4700 Discriminator Loss: 0.4819... Generator Loss: 2.6619
Epoch 1/1... Step 4710 Discriminator Loss: 0.8911... Generator Loss: 1.0444
Epoch 1/1... Step 4720 Discriminator Loss: 1.7858... Generator Loss: 4.0298
Epoch 1/1... Step 4730 Discriminator Loss: 0.9747... Generator Loss: 0.9366
Epoch 1/1... Step 4740 Discriminator Loss: 0.7303... Generator Loss: 1.3703
Epoch 1/1... Step 4750 Discriminator Loss: 1.6573... Generator Loss: 0.4113
Epoch 1/1... Step 4760 Discriminator Loss: 0.8194... Generator Loss: 1.1329
Epoch 1/1... Step 4770 Discriminator Loss: 2.1851... Generator Loss: 2.7771
Epoch 1/1... Step 4780 Discriminator Loss: 1.1465... Generator Loss: 0.7180
Epoch 1/1... Step 4790 Discriminator Loss: 0.9637... Generator Loss: 0.9962
Epoch 1/1... Step 4800 Discriminator Loss: 0.8258... Generator Loss: 1.1950
Epoch 1/1... Step 4810 Discriminator Loss: 0.9458... Generator Loss: 0.8850
Epoch 1/1... Step 4820 Discriminator Loss: 1.3672... Generator Loss: 0.5910
Epoch 1/1... Step 4830 Discriminator Loss: 0.9486... Generator Loss: 0.9992
Epoch 1/1... Step 4840 Discriminator Loss: 0.8333... Generator Loss: 1.6013
Epoch 1/1... Step 4850 Discriminator Loss: 1.2515... Generator Loss: 0.7278
Epoch 1/1... Step 4860 Discriminator Loss: 0.9604... Generator Loss: 1.1965
Epoch 1/1... Step 4870 Discriminator Loss: 0.9094... Generator Loss: 0.9732
Epoch 1/1... Step 4880 Discriminator Loss: 1.0862... Generator Loss: 0.9811
Epoch 1/1... Step 4890 Discriminator Loss: 1.1185... Generator Loss: 0.7374
Epoch 1/1... Step 4900 Discriminator Loss: 0.8991... Generator Loss: 0.9244
Epoch 1/1... Step 4910 Discriminator Loss: 0.9019... Generator Loss: 1.0024
Epoch 1/1... Step 4920 Discriminator Loss: 0.9404... Generator Loss: 0.9706
Epoch 1/1... Step 4930 Discriminator Loss: 1.4380... Generator Loss: 0.5720
Epoch 1/1... Step 4940 Discriminator Loss: 1.0204... Generator Loss: 0.7946
Epoch 1/1... Step 4950 Discriminator Loss: 1.0829... Generator Loss: 2.1710
Epoch 1/1... Step 4960 Discriminator Loss: 1.1160... Generator Loss: 0.8798
Epoch 1/1... Step 4970 Discriminator Loss: 0.7944... Generator Loss: 1.5727
Epoch 1/1... Step 4980 Discriminator Loss: 0.6547... Generator Loss: 1.4247
Epoch 1/1... Step 4990 Discriminator Loss: 0.9581... Generator Loss: 1.3460
Epoch 1/1... Step 5000 Discriminator Loss: 1.1390... Generator Loss: 0.7276
Epoch 1/1... Step 5010 Discriminator Loss: 1.2469... Generator Loss: 0.7416
Epoch 1/1... Step 5020 Discriminator Loss: 1.0975... Generator Loss: 0.7302
Epoch 1/1... Step 5030 Discriminator Loss: 1.2503... Generator Loss: 1.8592
Epoch 1/1... Step 5040 Discriminator Loss: 1.0455... Generator Loss: 0.8563
Epoch 1/1... Step 5050 Discriminator Loss: 0.7207... Generator Loss: 1.2404
Epoch 1/1... Step 5060 Discriminator Loss: 1.1712... Generator Loss: 2.3442
Epoch 1/1... Step 5070 Discriminator Loss: 0.9266... Generator Loss: 1.0360
Epoch 1/1... Step 5080 Discriminator Loss: 0.9215... Generator Loss: 0.9079
Epoch 1/1... Step 5090 Discriminator Loss: 2.1374... Generator Loss: 0.2178
Epoch 1/1... Step 5100 Discriminator Loss: 0.9015... Generator Loss: 0.9535
Epoch 1/1... Step 5110 Discriminator Loss: 1.0159... Generator Loss: 0.8786
Epoch 1/1... Step 5120 Discriminator Loss: 0.9667... Generator Loss: 0.8956
Epoch 1/1... Step 5130 Discriminator Loss: 0.7720... Generator Loss: 1.3763
Epoch 1/1... Step 5140 Discriminator Loss: 1.1712... Generator Loss: 0.7124
Epoch 1/1... Step 5150 Discriminator Loss: 1.0339... Generator Loss: 1.6963
Epoch 1/1... Step 5160 Discriminator Loss: 1.2733... Generator Loss: 0.6560
Epoch 1/1... Step 5170 Discriminator Loss: 1.1604... Generator Loss: 0.6864
Epoch 1/1... Step 5180 Discriminator Loss: 1.2672... Generator Loss: 0.6591
Epoch 1/1... Step 5190 Discriminator Loss: 1.2564... Generator Loss: 0.5996
Epoch 1/1... Step 5200 Discriminator Loss: 1.0630... Generator Loss: 1.0390
Epoch 1/1... Step 5210 Discriminator Loss: 1.4099... Generator Loss: 0.5204
Epoch 1/1... Step 5220 Discriminator Loss: 0.7967... Generator Loss: 1.1668
Epoch 1/1... Step 5230 Discriminator Loss: 3.1011... Generator Loss: 0.0879
Epoch 1/1... Step 5240 Discriminator Loss: 1.1218... Generator Loss: 0.8063
Epoch 1/1... Step 5250 Discriminator Loss: 1.0620... Generator Loss: 0.8726
Epoch 1/1... Step 5260 Discriminator Loss: 1.3202... Generator Loss: 0.5753
Epoch 1/1... Step 5270 Discriminator Loss: 1.0666... Generator Loss: 0.8500
Epoch 1/1... Step 5280 Discriminator Loss: 0.8599... Generator Loss: 1.1204
Epoch 1/1... Step 5290 Discriminator Loss: 0.8119... Generator Loss: 1.5587
Epoch 1/1... Step 5300 Discriminator Loss: 0.7964... Generator Loss: 1.2132
Epoch 1/1... Step 5310 Discriminator Loss: 0.9056... Generator Loss: 1.0927
Epoch 1/1... Step 5320 Discriminator Loss: 1.1883... Generator Loss: 0.9510
Epoch 1/1... Step 5330 Discriminator Loss: 1.0582... Generator Loss: 0.7847
Epoch 1/1... Step 5340 Discriminator Loss: 0.9365... Generator Loss: 1.1372
Epoch 1/1... Step 5350 Discriminator Loss: 1.2731... Generator Loss: 0.6928
Epoch 1/1... Step 5360 Discriminator Loss: 0.9943... Generator Loss: 0.9310
Epoch 1/1... Step 5370 Discriminator Loss: 0.8259... Generator Loss: 1.5743
Epoch 1/1... Step 5380 Discriminator Loss: 1.3603... Generator Loss: 2.1097
Epoch 1/1... Step 5390 Discriminator Loss: 0.9259... Generator Loss: 0.9883
Epoch 1/1... Step 5400 Discriminator Loss: 1.0186... Generator Loss: 2.0515
Epoch 1/1... Step 5410 Discriminator Loss: 0.9879... Generator Loss: 0.9788
Epoch 1/1... Step 5420 Discriminator Loss: 1.1533... Generator Loss: 0.7649
Epoch 1/1... Step 5430 Discriminator Loss: 0.9638... Generator Loss: 0.9441
Epoch 1/1... Step 5440 Discriminator Loss: 0.8824... Generator Loss: 1.4893
Epoch 1/1... Step 5450 Discriminator Loss: 1.0023... Generator Loss: 0.9343
Epoch 1/1... Step 5460 Discriminator Loss: 0.9313... Generator Loss: 0.8852
Epoch 1/1... Step 5470 Discriminator Loss: 0.8577... Generator Loss: 1.0079
Epoch 1/1... Step 5480 Discriminator Loss: 1.1749... Generator Loss: 0.6742
Epoch 1/1... Step 5490 Discriminator Loss: 0.9807... Generator Loss: 0.8976
Epoch 1/1... Step 5500 Discriminator Loss: 1.1339... Generator Loss: 0.8486
Epoch 1/1... Step 5510 Discriminator Loss: 1.2319... Generator Loss: 0.6310
Epoch 1/1... Step 5520 Discriminator Loss: 1.1314... Generator Loss: 0.7134
Epoch 1/1... Step 5530 Discriminator Loss: 1.1483... Generator Loss: 1.7715
Epoch 1/1... Step 5540 Discriminator Loss: 1.0010... Generator Loss: 0.8762
Epoch 1/1... Step 5550 Discriminator Loss: 0.7633... Generator Loss: 1.2081
Epoch 1/1... Step 5560 Discriminator Loss: 0.6998... Generator Loss: 1.3185
Epoch 1/1... Step 5570 Discriminator Loss: 1.0138... Generator Loss: 0.8695
Epoch 1/1... Step 5580 Discriminator Loss: 0.8396... Generator Loss: 1.9759
Epoch 1/1... Step 5590 Discriminator Loss: 0.9590... Generator Loss: 1.1679
Epoch 1/1... Step 5600 Discriminator Loss: 1.0186... Generator Loss: 1.0212
Epoch 1/1... Step 5610 Discriminator Loss: 1.2913... Generator Loss: 0.5649
Epoch 1/1... Step 5620 Discriminator Loss: 1.2020... Generator Loss: 0.6558
Epoch 1/1... Step 5630 Discriminator Loss: 1.4266... Generator Loss: 0.5154
Epoch 1/1... Step 5640 Discriminator Loss: 1.1327... Generator Loss: 0.7186
Epoch 1/1... Step 5650 Discriminator Loss: 0.8483... Generator Loss: 1.0026
Epoch 1/1... Step 5660 Discriminator Loss: 1.0193... Generator Loss: 0.9803
Epoch 1/1... Step 5670 Discriminator Loss: 1.0332... Generator Loss: 0.8213
Epoch 1/1... Step 5680 Discriminator Loss: 1.1114... Generator Loss: 0.7772
Epoch 1/1... Step 5690 Discriminator Loss: 0.9924... Generator Loss: 0.9530
Epoch 1/1... Step 5700 Discriminator Loss: 1.1010... Generator Loss: 1.7849
Epoch 1/1... Step 5710 Discriminator Loss: 0.6746... Generator Loss: 1.4783
Epoch 1/1... Step 5720 Discriminator Loss: 1.1231... Generator Loss: 0.7566
Epoch 1/1... Step 5730 Discriminator Loss: 1.2599... Generator Loss: 0.5840
Epoch 1/1... Step 5740 Discriminator Loss: 1.8369... Generator Loss: 2.0233
Epoch 1/1... Step 5750 Discriminator Loss: 1.1902... Generator Loss: 0.6133
Epoch 1/1... Step 5760 Discriminator Loss: 0.9115... Generator Loss: 1.6986
Epoch 1/1... Step 5770 Discriminator Loss: 0.8814... Generator Loss: 1.0121
Epoch 1/1... Step 5780 Discriminator Loss: 0.8540... Generator Loss: 1.5342
Epoch 1/1... Step 5790 Discriminator Loss: 0.9793... Generator Loss: 0.9695
Epoch 1/1... Step 5800 Discriminator Loss: 1.0824... Generator Loss: 0.8772
Epoch 1/1... Step 5810 Discriminator Loss: 0.9505... Generator Loss: 1.1678
Epoch 1/1... Step 5820 Discriminator Loss: 0.9624... Generator Loss: 0.9013
Epoch 1/1... Step 5830 Discriminator Loss: 0.9262... Generator Loss: 0.9011
Epoch 1/1... Step 5840 Discriminator Loss: 0.9001... Generator Loss: 1.6163
Epoch 1/1... Step 5850 Discriminator Loss: 0.9421... Generator Loss: 1.0298
Epoch 1/1... Step 5860 Discriminator Loss: 0.8322... Generator Loss: 1.3901
Epoch 1/1... Step 5870 Discriminator Loss: 1.3709... Generator Loss: 0.6000
Epoch 1/1... Step 5880 Discriminator Loss: 1.2676... Generator Loss: 1.3277
Epoch 1/1... Step 5890 Discriminator Loss: 1.0521... Generator Loss: 0.7777
Epoch 1/1... Step 5900 Discriminator Loss: 0.8793... Generator Loss: 1.2913
Epoch 1/1... Step 5910 Discriminator Loss: 0.9328... Generator Loss: 1.2749
Epoch 1/1... Step 5920 Discriminator Loss: 0.8806... Generator Loss: 1.1054
Epoch 1/1... Step 5930 Discriminator Loss: 0.9167... Generator Loss: 1.0191
Epoch 1/1... Step 5940 Discriminator Loss: 1.0402... Generator Loss: 0.7996
Epoch 1/1... Step 5950 Discriminator Loss: 0.9290... Generator Loss: 1.0514
Epoch 1/1... Step 5960 Discriminator Loss: 0.8608... Generator Loss: 1.0145
Epoch 1/1... Step 5970 Discriminator Loss: 1.2991... Generator Loss: 0.5938
Epoch 1/1... Step 5980 Discriminator Loss: 1.0933... Generator Loss: 0.7263
Epoch 1/1... Step 5990 Discriminator Loss: 1.0315... Generator Loss: 1.5552
Epoch 1/1... Step 6000 Discriminator Loss: 0.8709... Generator Loss: 1.9299
Epoch 1/1... Step 6010 Discriminator Loss: 1.2176... Generator Loss: 2.2560
Epoch 1/1... Step 6020 Discriminator Loss: 1.3013... Generator Loss: 0.5792
Epoch 1/1... Step 6030 Discriminator Loss: 1.1670... Generator Loss: 0.7378
Epoch 1/1... Step 6040 Discriminator Loss: 1.9214... Generator Loss: 2.6496
Epoch 1/1... Step 6050 Discriminator Loss: 1.0267... Generator Loss: 0.9634
Epoch 1/1... Step 6060 Discriminator Loss: 1.0508... Generator Loss: 0.8239
Epoch 1/1... Step 6070 Discriminator Loss: 1.0701... Generator Loss: 0.8645
Epoch 1/1... Step 6080 Discriminator Loss: 1.1837... Generator Loss: 0.7649
Epoch 1/1... Step 6090 Discriminator Loss: 0.9436... Generator Loss: 0.8984
Epoch 1/1... Step 6100 Discriminator Loss: 1.0419... Generator Loss: 0.8170
Epoch 1/1... Step 6110 Discriminator Loss: 0.6775... Generator Loss: 1.3965
Epoch 1/1... Step 6120 Discriminator Loss: 1.0018... Generator Loss: 1.7548
Epoch 1/1... Step 6130 Discriminator Loss: 0.8190... Generator Loss: 2.0653
Epoch 1/1... Step 6140 Discriminator Loss: 0.5335... Generator Loss: 1.8637
Epoch 1/1... Step 6150 Discriminator Loss: 0.8417... Generator Loss: 1.2004
Epoch 1/1... Step 6160 Discriminator Loss: 0.8989... Generator Loss: 1.3599
Epoch 1/1... Step 6170 Discriminator Loss: 1.0873... Generator Loss: 0.9058
Epoch 1/1... Step 6180 Discriminator Loss: 1.3343... Generator Loss: 0.6280
Epoch 1/1... Step 6190 Discriminator Loss: 1.4480... Generator Loss: 0.4964
Epoch 1/1... Step 6200 Discriminator Loss: 1.0073... Generator Loss: 0.8073
Epoch 1/1... Step 6210 Discriminator Loss: 0.8904... Generator Loss: 1.0600
Epoch 1/1... Step 6220 Discriminator Loss: 1.7182... Generator Loss: 0.3732
Epoch 1/1... Step 6230 Discriminator Loss: 1.9859... Generator Loss: 0.2980
Epoch 1/1... Step 6240 Discriminator Loss: 1.0449... Generator Loss: 0.8273
Epoch 1/1... Step 6250 Discriminator Loss: 1.1335... Generator Loss: 0.6800
Epoch 1/1... Step 6260 Discriminator Loss: 1.3250... Generator Loss: 0.5619
Epoch 1/1... Step 6270 Discriminator Loss: 0.8696... Generator Loss: 1.1554
Epoch 1/1... Step 6280 Discriminator Loss: 1.0757... Generator Loss: 0.8316
Epoch 1/1... Step 6290 Discriminator Loss: 0.8938... Generator Loss: 1.0720
Epoch 1/1... Step 6300 Discriminator Loss: 1.4237... Generator Loss: 0.5430
Epoch 1/1... Step 6310 Discriminator Loss: 0.8541... Generator Loss: 1.4519
Epoch 1/1... Step 6320 Discriminator Loss: 1.0153... Generator Loss: 0.9338
Epoch 1/1... Step 6330 Discriminator Loss: 1.1209... Generator Loss: 0.7013
In [58]:
batch_size = 32
z_dim = 50
learning_rate = 0.002
beta1 = 0.1
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step 10 Discriminator Loss: 0.7809... Generator Loss: 2.0010
Epoch 1/1... Step 20 Discriminator Loss: 2.8846... Generator Loss: 0.1613
Epoch 1/1... Step 30 Discriminator Loss: 0.9719... Generator Loss: 1.7200
Epoch 1/1... Step 40 Discriminator Loss: 2.2691... Generator Loss: 0.3195
Epoch 1/1... Step 50 Discriminator Loss: 2.2433... Generator Loss: 0.2228
Epoch 1/1... Step 60 Discriminator Loss: 2.3399... Generator Loss: 0.1811
Epoch 1/1... Step 70 Discriminator Loss: 1.8379... Generator Loss: 0.2798
Epoch 1/1... Step 80 Discriminator Loss: 1.7545... Generator Loss: 0.3259
Epoch 1/1... Step 90 Discriminator Loss: 1.2775... Generator Loss: 0.6265
Epoch 1/1... Step 100 Discriminator Loss: 1.5689... Generator Loss: 1.2898
Epoch 1/1... Step 110 Discriminator Loss: 1.2987... Generator Loss: 0.8484
Epoch 1/1... Step 120 Discriminator Loss: 1.8079... Generator Loss: 2.0314
Epoch 1/1... Step 130 Discriminator Loss: 1.4516... Generator Loss: 0.9698
Epoch 1/1... Step 140 Discriminator Loss: 1.5544... Generator Loss: 0.3989
Epoch 1/1... Step 150 Discriminator Loss: 1.8351... Generator Loss: 0.3548
Epoch 1/1... Step 160 Discriminator Loss: 2.0156... Generator Loss: 0.2358
Epoch 1/1... Step 170 Discriminator Loss: 1.4036... Generator Loss: 0.9551
Epoch 1/1... Step 180 Discriminator Loss: 0.7158... Generator Loss: 2.2202
Epoch 1/1... Step 190 Discriminator Loss: 1.4709... Generator Loss: 0.5656
Epoch 1/1... Step 200 Discriminator Loss: 1.2802... Generator Loss: 0.7020
Epoch 1/1... Step 210 Discriminator Loss: 1.2694... Generator Loss: 0.7403
Epoch 1/1... Step 220 Discriminator Loss: 1.3634... Generator Loss: 0.6085
Epoch 1/1... Step 230 Discriminator Loss: 1.7216... Generator Loss: 0.3342
Epoch 1/1... Step 240 Discriminator Loss: 1.6246... Generator Loss: 0.4382
Epoch 1/1... Step 250 Discriminator Loss: 1.4102... Generator Loss: 0.6137
Epoch 1/1... Step 260 Discriminator Loss: 1.3130... Generator Loss: 0.5499
Epoch 1/1... Step 270 Discriminator Loss: 1.3065... Generator Loss: 0.6071
Epoch 1/1... Step 280 Discriminator Loss: 1.7302... Generator Loss: 2.3863
Epoch 1/1... Step 290 Discriminator Loss: 1.9662... Generator Loss: 0.3184
Epoch 1/1... Step 300 Discriminator Loss: 1.0865... Generator Loss: 1.0057
Epoch 1/1... Step 310 Discriminator Loss: 0.6997... Generator Loss: 1.2899
Epoch 1/1... Step 320 Discriminator Loss: 0.6977... Generator Loss: 1.7462
Epoch 1/1... Step 330 Discriminator Loss: 1.2231... Generator Loss: 0.7075
Epoch 1/1... Step 340 Discriminator Loss: 1.4722... Generator Loss: 0.5109
Epoch 1/1... Step 350 Discriminator Loss: 1.1601... Generator Loss: 1.1949
Epoch 1/1... Step 360 Discriminator Loss: 1.2930... Generator Loss: 0.6475
Epoch 1/1... Step 370 Discriminator Loss: 1.2661... Generator Loss: 1.1557
Epoch 1/1... Step 380 Discriminator Loss: 0.7519... Generator Loss: 2.8041
Epoch 1/1... Step 390 Discriminator Loss: 1.1982... Generator Loss: 1.0634
Epoch 1/1... Step 400 Discriminator Loss: 1.8934... Generator Loss: 3.6919
Epoch 1/1... Step 410 Discriminator Loss: 1.2536... Generator Loss: 0.8263
Epoch 1/1... Step 420 Discriminator Loss: 2.0124... Generator Loss: 0.2607
Epoch 1/1... Step 430 Discriminator Loss: 1.8689... Generator Loss: 0.2622
Epoch 1/1... Step 440 Discriminator Loss: 0.7240... Generator Loss: 1.3211
Epoch 1/1... Step 450 Discriminator Loss: 1.3472... Generator Loss: 0.6278
Epoch 1/1... Step 460 Discriminator Loss: 0.8582... Generator Loss: 1.6561
Epoch 1/1... Step 470 Discriminator Loss: 0.6120... Generator Loss: 2.1349
Epoch 1/1... Step 480 Discriminator Loss: 1.3209... Generator Loss: 0.6788
Epoch 1/1... Step 490 Discriminator Loss: 0.7383... Generator Loss: 1.2120
Epoch 1/1... Step 500 Discriminator Loss: 1.0690... Generator Loss: 1.4812
Epoch 1/1... Step 510 Discriminator Loss: 1.1733... Generator Loss: 1.6851
Epoch 1/1... Step 520 Discriminator Loss: 0.8707... Generator Loss: 1.3671
Epoch 1/1... Step 530 Discriminator Loss: 1.1895... Generator Loss: 1.4791
Epoch 1/1... Step 540 Discriminator Loss: 1.2416... Generator Loss: 2.3496
Epoch 1/1... Step 550 Discriminator Loss: 0.9947... Generator Loss: 1.2629
Epoch 1/1... Step 560 Discriminator Loss: 0.7577... Generator Loss: 1.1131
Epoch 1/1... Step 570 Discriminator Loss: 1.1296... Generator Loss: 2.7078
Epoch 1/1... Step 580 Discriminator Loss: 0.8513... Generator Loss: 1.2763
Epoch 1/1... Step 590 Discriminator Loss: 1.0327... Generator Loss: 1.2631
Epoch 1/1... Step 600 Discriminator Loss: 1.1551... Generator Loss: 0.8216
Epoch 1/1... Step 610 Discriminator Loss: 1.0935... Generator Loss: 0.7073
Epoch 1/1... Step 620 Discriminator Loss: 1.3221... Generator Loss: 1.1110
Epoch 1/1... Step 630 Discriminator Loss: 1.3244... Generator Loss: 0.7890
Epoch 1/1... Step 640 Discriminator Loss: 0.6750... Generator Loss: 1.4991
Epoch 1/1... Step 650 Discriminator Loss: 1.1285... Generator Loss: 1.0028
Epoch 1/1... Step 660 Discriminator Loss: 1.2960... Generator Loss: 1.4532
Epoch 1/1... Step 670 Discriminator Loss: 1.0588... Generator Loss: 1.3793
Epoch 1/1... Step 680 Discriminator Loss: 0.7789... Generator Loss: 1.1256
Epoch 1/1... Step 690 Discriminator Loss: 0.9520... Generator Loss: 1.3130
Epoch 1/1... Step 700 Discriminator Loss: 1.0527... Generator Loss: 1.3082
Epoch 1/1... Step 710 Discriminator Loss: 0.9677... Generator Loss: 1.0631
Epoch 1/1... Step 720 Discriminator Loss: 1.0691... Generator Loss: 1.1378
Epoch 1/1... Step 730 Discriminator Loss: 1.5165... Generator Loss: 2.0596
Epoch 1/1... Step 740 Discriminator Loss: 1.1761... Generator Loss: 1.1769
Epoch 1/1... Step 750 Discriminator Loss: 1.2087... Generator Loss: 0.7522
Epoch 1/1... Step 760 Discriminator Loss: 0.8735... Generator Loss: 1.1277
Epoch 1/1... Step 770 Discriminator Loss: 1.2345... Generator Loss: 1.0674
Epoch 1/1... Step 780 Discriminator Loss: 1.0578... Generator Loss: 0.8719
Epoch 1/1... Step 790 Discriminator Loss: 1.0074... Generator Loss: 0.9653
Epoch 1/1... Step 800 Discriminator Loss: 1.5277... Generator Loss: 0.3853
Epoch 1/1... Step 810 Discriminator Loss: 0.8264... Generator Loss: 1.2371
Epoch 1/1... Step 820 Discriminator Loss: 0.8750... Generator Loss: 1.1379
Epoch 1/1... Step 830 Discriminator Loss: 0.7692... Generator Loss: 1.3226
Epoch 1/1... Step 840 Discriminator Loss: 1.2656... Generator Loss: 0.7858
Epoch 1/1... Step 850 Discriminator Loss: 1.3186... Generator Loss: 0.9368
Epoch 1/1... Step 860 Discriminator Loss: 1.2911... Generator Loss: 1.2775
Epoch 1/1... Step 870 Discriminator Loss: 1.1347... Generator Loss: 1.0498
Epoch 1/1... Step 880 Discriminator Loss: 1.1900... Generator Loss: 1.0427
Epoch 1/1... Step 890 Discriminator Loss: 1.2944... Generator Loss: 1.3148
Epoch 1/1... Step 900 Discriminator Loss: 1.0741... Generator Loss: 1.1532
Epoch 1/1... Step 910 Discriminator Loss: 1.5781... Generator Loss: 0.4633
Epoch 1/1... Step 920 Discriminator Loss: 1.0183... Generator Loss: 0.7745
Epoch 1/1... Step 930 Discriminator Loss: 3.0097... Generator Loss: 2.8456
Epoch 1/1... Step 940 Discriminator Loss: 1.1345... Generator Loss: 0.8261
Epoch 1/1... Step 950 Discriminator Loss: 0.9660... Generator Loss: 1.2819
Epoch 1/1... Step 960 Discriminator Loss: 1.4473... Generator Loss: 4.3737
Epoch 1/1... Step 970 Discriminator Loss: 0.8625... Generator Loss: 1.7645
Epoch 1/1... Step 980 Discriminator Loss: 0.9217... Generator Loss: 1.7445
Epoch 1/1... Step 990 Discriminator Loss: 0.8448... Generator Loss: 1.3779
Epoch 1/1... Step 1000 Discriminator Loss: 1.0198... Generator Loss: 1.7276
Epoch 1/1... Step 1010 Discriminator Loss: 0.8664... Generator Loss: 1.4576
Epoch 1/1... Step 1020 Discriminator Loss: 1.2112... Generator Loss: 1.7123
Epoch 1/1... Step 1030 Discriminator Loss: 1.3710... Generator Loss: 0.5493
Epoch 1/1... Step 1040 Discriminator Loss: 1.2027... Generator Loss: 0.9450
Epoch 1/1... Step 1050 Discriminator Loss: 1.0777... Generator Loss: 0.9394
Epoch 1/1... Step 1060 Discriminator Loss: 1.3097... Generator Loss: 0.9692
Epoch 1/1... Step 1070 Discriminator Loss: 2.6339... Generator Loss: 3.0261
Epoch 1/1... Step 1080 Discriminator Loss: 1.0357... Generator Loss: 0.7960
Epoch 1/1... Step 1090 Discriminator Loss: 0.9624... Generator Loss: 0.9644
Epoch 1/1... Step 1100 Discriminator Loss: 1.0280... Generator Loss: 0.8480
Epoch 1/1... Step 1110 Discriminator Loss: 1.1795... Generator Loss: 1.1912
Epoch 1/1... Step 1120 Discriminator Loss: 1.2039... Generator Loss: 1.2962
Epoch 1/1... Step 1130 Discriminator Loss: 1.3292... Generator Loss: 0.9918
Epoch 1/1... Step 1140 Discriminator Loss: 1.1289... Generator Loss: 1.3009
Epoch 1/1... Step 1150 Discriminator Loss: 1.2032... Generator Loss: 0.7564
Epoch 1/1... Step 1160 Discriminator Loss: 0.9519... Generator Loss: 1.1960
Epoch 1/1... Step 1170 Discriminator Loss: 1.1778... Generator Loss: 0.9550
Epoch 1/1... Step 1180 Discriminator Loss: 1.0370... Generator Loss: 1.4358
Epoch 1/1... Step 1190 Discriminator Loss: 1.1628... Generator Loss: 0.7964
Epoch 1/1... Step 1200 Discriminator Loss: 1.1365... Generator Loss: 1.4956
Epoch 1/1... Step 1210 Discriminator Loss: 1.1807... Generator Loss: 1.1096
Epoch 1/1... Step 1220 Discriminator Loss: 1.1304... Generator Loss: 1.0209
Epoch 1/1... Step 1230 Discriminator Loss: 0.9814... Generator Loss: 0.9116
Epoch 1/1... Step 1240 Discriminator Loss: 1.7788... Generator Loss: 0.3530
Epoch 1/1... Step 1250 Discriminator Loss: 1.0682... Generator Loss: 0.8292
Epoch 1/1... Step 1260 Discriminator Loss: 1.0180... Generator Loss: 0.9013
Epoch 1/1... Step 1270 Discriminator Loss: 0.9989... Generator Loss: 0.9532
Epoch 1/1... Step 1280 Discriminator Loss: 1.5267... Generator Loss: 1.4936
Epoch 1/1... Step 1290 Discriminator Loss: 0.8221... Generator Loss: 1.1534
Epoch 1/1... Step 1300 Discriminator Loss: 1.0761... Generator Loss: 1.6704
Epoch 1/1... Step 1310 Discriminator Loss: 0.9202... Generator Loss: 0.8511
Epoch 1/1... Step 1320 Discriminator Loss: 0.8396... Generator Loss: 1.2030
Epoch 1/1... Step 1330 Discriminator Loss: 0.8011... Generator Loss: 2.0247
Epoch 1/1... Step 1340 Discriminator Loss: 0.8631... Generator Loss: 0.9958
Epoch 1/1... Step 1350 Discriminator Loss: 0.9338... Generator Loss: 1.6730
Epoch 1/1... Step 1360 Discriminator Loss: 1.3373... Generator Loss: 1.0769
Epoch 1/1... Step 1370 Discriminator Loss: 1.2132... Generator Loss: 1.2491
Epoch 1/1... Step 1380 Discriminator Loss: 1.1626... Generator Loss: 1.0980
Epoch 1/1... Step 1390 Discriminator Loss: 1.3033... Generator Loss: 0.5426
Epoch 1/1... Step 1400 Discriminator Loss: 1.2129... Generator Loss: 0.6493
Epoch 1/1... Step 1410 Discriminator Loss: 0.8668... Generator Loss: 1.0168
Epoch 1/1... Step 1420 Discriminator Loss: 1.0760... Generator Loss: 1.9278
Epoch 1/1... Step 1430 Discriminator Loss: 0.8941... Generator Loss: 1.7570
Epoch 1/1... Step 1440 Discriminator Loss: 1.0449... Generator Loss: 1.1007
Epoch 1/1... Step 1450 Discriminator Loss: 0.5340... Generator Loss: 1.8439
Epoch 1/1... Step 1460 Discriminator Loss: 0.8522... Generator Loss: 1.0944
Epoch 1/1... Step 1470 Discriminator Loss: 0.7758... Generator Loss: 1.3048
Epoch 1/1... Step 1480 Discriminator Loss: 0.5137... Generator Loss: 2.2510
Epoch 1/1... Step 1490 Discriminator Loss: 1.2000... Generator Loss: 0.7666
Epoch 1/1... Step 1500 Discriminator Loss: 1.2572... Generator Loss: 1.6454
Epoch 1/1... Step 1510 Discriminator Loss: 0.9946... Generator Loss: 1.1163
Epoch 1/1... Step 1520 Discriminator Loss: 0.8588... Generator Loss: 1.0929
Epoch 1/1... Step 1530 Discriminator Loss: 1.7571... Generator Loss: 1.5388
Epoch 1/1... Step 1540 Discriminator Loss: 1.0914... Generator Loss: 1.0385
Epoch 1/1... Step 1550 Discriminator Loss: 0.9715... Generator Loss: 1.1926
Epoch 1/1... Step 1560 Discriminator Loss: 1.1296... Generator Loss: 1.3759
Epoch 1/1... Step 1570 Discriminator Loss: 1.2736... Generator Loss: 0.8474
Epoch 1/1... Step 1580 Discriminator Loss: 1.1675... Generator Loss: 0.6803
Epoch 1/1... Step 1590 Discriminator Loss: 1.1872... Generator Loss: 0.7416
Epoch 1/1... Step 1600 Discriminator Loss: 1.2976... Generator Loss: 1.9135
Epoch 1/1... Step 1610 Discriminator Loss: 1.0838... Generator Loss: 0.8576
Epoch 1/1... Step 1620 Discriminator Loss: 0.9354... Generator Loss: 0.8861
Epoch 1/1... Step 1630 Discriminator Loss: 0.7878... Generator Loss: 1.0936
Epoch 1/1... Step 1640 Discriminator Loss: 0.8150... Generator Loss: 1.1853
Epoch 1/1... Step 1650 Discriminator Loss: 1.4159... Generator Loss: 0.5975
Epoch 1/1... Step 1660 Discriminator Loss: 1.2281... Generator Loss: 0.6600
Epoch 1/1... Step 1670 Discriminator Loss: 0.9911... Generator Loss: 0.9094
Epoch 1/1... Step 1680 Discriminator Loss: 1.3891... Generator Loss: 0.6047
Epoch 1/1... Step 1690 Discriminator Loss: 0.9136... Generator Loss: 0.9712
Epoch 1/1... Step 1700 Discriminator Loss: 0.9378... Generator Loss: 0.9279
Epoch 1/1... Step 1710 Discriminator Loss: 0.7750... Generator Loss: 1.2078
Epoch 1/1... Step 1720 Discriminator Loss: 0.9758... Generator Loss: 1.0033
Epoch 1/1... Step 1730 Discriminator Loss: 1.0937... Generator Loss: 0.7910
Epoch 1/1... Step 1740 Discriminator Loss: 1.3502... Generator Loss: 1.5035
Epoch 1/1... Step 1750 Discriminator Loss: 0.7315... Generator Loss: 1.4486
Epoch 1/1... Step 1760 Discriminator Loss: 1.0684... Generator Loss: 1.2732
Epoch 1/1... Step 1770 Discriminator Loss: 1.2640... Generator Loss: 0.7237
Epoch 1/1... Step 1780 Discriminator Loss: 1.1141... Generator Loss: 1.1608
Epoch 1/1... Step 1790 Discriminator Loss: 1.2424... Generator Loss: 0.5656
Epoch 1/1... Step 1800 Discriminator Loss: 1.2633... Generator Loss: 0.6933
Epoch 1/1... Step 1810 Discriminator Loss: 1.0653... Generator Loss: 1.5200
Epoch 1/1... Step 1820 Discriminator Loss: 0.9397... Generator Loss: 0.8778
Epoch 1/1... Step 1830 Discriminator Loss: 1.2995... Generator Loss: 0.5617
Epoch 1/1... Step 1840 Discriminator Loss: 1.0137... Generator Loss: 0.8326
Epoch 1/1... Step 1850 Discriminator Loss: 1.7636... Generator Loss: 3.2533
Epoch 1/1... Step 1860 Discriminator Loss: 0.7090... Generator Loss: 1.3482
Epoch 1/1... Step 1870 Discriminator Loss: 0.5915... Generator Loss: 1.7188
Epoch 1/1... Step 1880 Discriminator Loss: 1.1085... Generator Loss: 0.7951
Epoch 1/1... Step 1890 Discriminator Loss: 3.0735... Generator Loss: 3.7956
Epoch 1/1... Step 1900 Discriminator Loss: 1.2261... Generator Loss: 0.8496
Epoch 1/1... Step 1910 Discriminator Loss: 1.0333... Generator Loss: 1.2613
Epoch 1/1... Step 1920 Discriminator Loss: 0.5614... Generator Loss: 1.8116
Epoch 1/1... Step 1930 Discriminator Loss: 0.8142... Generator Loss: 1.1679
Epoch 1/1... Step 1940 Discriminator Loss: 1.1088... Generator Loss: 1.0632
Epoch 1/1... Step 1950 Discriminator Loss: 1.1032... Generator Loss: 1.3592
Epoch 1/1... Step 1960 Discriminator Loss: 0.9977... Generator Loss: 0.9039
Epoch 1/1... Step 1970 Discriminator Loss: 1.0186... Generator Loss: 0.9543
Epoch 1/1... Step 1980 Discriminator Loss: 0.6085... Generator Loss: 1.7092
Epoch 1/1... Step 1990 Discriminator Loss: 0.6254... Generator Loss: 1.6887
Epoch 1/1... Step 2000 Discriminator Loss: 1.1910... Generator Loss: 0.8336
Epoch 1/1... Step 2010 Discriminator Loss: 1.1061... Generator Loss: 0.9652
Epoch 1/1... Step 2020 Discriminator Loss: 0.9457... Generator Loss: 0.8665
Epoch 1/1... Step 2030 Discriminator Loss: 1.1488... Generator Loss: 1.7275
Epoch 1/1... Step 2040 Discriminator Loss: 1.3662... Generator Loss: 1.7145
Epoch 1/1... Step 2050 Discriminator Loss: 0.4659... Generator Loss: 2.2342
Epoch 1/1... Step 2060 Discriminator Loss: 0.4873... Generator Loss: 2.1252
Epoch 1/1... Step 2070 Discriminator Loss: 0.7496... Generator Loss: 1.8273
Epoch 1/1... Step 2080 Discriminator Loss: 1.0467... Generator Loss: 0.8111
Epoch 1/1... Step 2090 Discriminator Loss: 1.0302... Generator Loss: 0.7588
Epoch 1/1... Step 2100 Discriminator Loss: 0.9569... Generator Loss: 1.0706
Epoch 1/1... Step 2110 Discriminator Loss: 0.8060... Generator Loss: 1.2853
Epoch 1/1... Step 2120 Discriminator Loss: 1.6000... Generator Loss: 2.7284
Epoch 1/1... Step 2130 Discriminator Loss: 0.9021... Generator Loss: 1.1549
Epoch 1/1... Step 2140 Discriminator Loss: 0.9625... Generator Loss: 1.0357
Epoch 1/1... Step 2150 Discriminator Loss: 1.0821... Generator Loss: 1.5062
Epoch 1/1... Step 2160 Discriminator Loss: 0.9263... Generator Loss: 1.0334
Epoch 1/1... Step 2170 Discriminator Loss: 1.1903... Generator Loss: 0.8565
Epoch 1/1... Step 2180 Discriminator Loss: 0.7319... Generator Loss: 1.5026
Epoch 1/1... Step 2190 Discriminator Loss: 0.6991... Generator Loss: 1.5160
Epoch 1/1... Step 2200 Discriminator Loss: 0.9831... Generator Loss: 1.1927
Epoch 1/1... Step 2210 Discriminator Loss: 0.9774... Generator Loss: 1.0826
Epoch 1/1... Step 2220 Discriminator Loss: 0.9426... Generator Loss: 1.1630
Epoch 1/1... Step 2230 Discriminator Loss: 0.7027... Generator Loss: 1.3684
Epoch 1/1... Step 2240 Discriminator Loss: 0.9611... Generator Loss: 1.1087
Epoch 1/1... Step 2250 Discriminator Loss: 1.3125... Generator Loss: 0.6923
Epoch 1/1... Step 2260 Discriminator Loss: 1.0528... Generator Loss: 0.8609
Epoch 1/1... Step 2270 Discriminator Loss: 0.8879... Generator Loss: 1.3850
Epoch 1/1... Step 2280 Discriminator Loss: 0.6008... Generator Loss: 1.6211
Epoch 1/1... Step 2290 Discriminator Loss: 0.8703... Generator Loss: 1.0384
Epoch 1/1... Step 2300 Discriminator Loss: 0.8390... Generator Loss: 1.2796
Epoch 1/1... Step 2310 Discriminator Loss: 0.9594... Generator Loss: 1.2617
Epoch 1/1... Step 2320 Discriminator Loss: 0.9219... Generator Loss: 1.0634
Epoch 1/1... Step 2330 Discriminator Loss: 1.2021... Generator Loss: 0.6695
Epoch 1/1... Step 2340 Discriminator Loss: 1.0526... Generator Loss: 1.1140
Epoch 1/1... Step 2350 Discriminator Loss: 0.9585... Generator Loss: 0.9824
Epoch 1/1... Step 2360 Discriminator Loss: 1.2616... Generator Loss: 0.5531
Epoch 1/1... Step 2370 Discriminator Loss: 0.8702... Generator Loss: 1.1701
Epoch 1/1... Step 2380 Discriminator Loss: 0.8112... Generator Loss: 1.1848
Epoch 1/1... Step 2390 Discriminator Loss: 0.9652... Generator Loss: 1.0968
Epoch 1/1... Step 2400 Discriminator Loss: 1.1143... Generator Loss: 0.8296
Epoch 1/1... Step 2410 Discriminator Loss: 1.1192... Generator Loss: 0.7216
Epoch 1/1... Step 2420 Discriminator Loss: 0.9392... Generator Loss: 0.9284
Epoch 1/1... Step 2430 Discriminator Loss: 0.7435... Generator Loss: 1.2101
Epoch 1/1... Step 2440 Discriminator Loss: 0.5691... Generator Loss: 2.3071
Epoch 1/1... Step 2450 Discriminator Loss: 0.4583... Generator Loss: 2.7368
Epoch 1/1... Step 2460 Discriminator Loss: 2.3060... Generator Loss: 0.2043
Epoch 1/1... Step 2470 Discriminator Loss: 0.6102... Generator Loss: 1.5961
Epoch 1/1... Step 2480 Discriminator Loss: 0.6703... Generator Loss: 1.3610
Epoch 1/1... Step 2490 Discriminator Loss: 1.5380... Generator Loss: 0.8848
Epoch 1/1... Step 2500 Discriminator Loss: 1.1993... Generator Loss: 1.2403
Epoch 1/1... Step 2510 Discriminator Loss: 1.0883... Generator Loss: 1.2745
Epoch 1/1... Step 2520 Discriminator Loss: 1.0769... Generator Loss: 1.1561
Epoch 1/1... Step 2530 Discriminator Loss: 0.9403... Generator Loss: 1.4237
Epoch 1/1... Step 2540 Discriminator Loss: 0.9374... Generator Loss: 1.6932
Epoch 1/1... Step 2550 Discriminator Loss: 0.8268... Generator Loss: 1.1051
Epoch 1/1... Step 2560 Discriminator Loss: 0.8987... Generator Loss: 0.9072
Epoch 1/1... Step 2570 Discriminator Loss: 0.6029... Generator Loss: 2.0462
Epoch 1/1... Step 2580 Discriminator Loss: 1.1562... Generator Loss: 1.0810
Epoch 1/1... Step 2590 Discriminator Loss: 0.4912... Generator Loss: 2.3154
Epoch 1/1... Step 2600 Discriminator Loss: 0.7899... Generator Loss: 2.4420
Epoch 1/1... Step 2610 Discriminator Loss: 1.0867... Generator Loss: 1.2011
Epoch 1/1... Step 2620 Discriminator Loss: 0.9426... Generator Loss: 0.9489
Epoch 1/1... Step 2630 Discriminator Loss: 0.9284... Generator Loss: 1.6436
Epoch 1/1... Step 2640 Discriminator Loss: 1.0908... Generator Loss: 1.9303
Epoch 1/1... Step 2650 Discriminator Loss: 1.0074... Generator Loss: 1.0395
Epoch 1/1... Step 2660 Discriminator Loss: 0.7959... Generator Loss: 1.2672
Epoch 1/1... Step 2670 Discriminator Loss: 1.0531... Generator Loss: 0.8840
Epoch 1/1... Step 2680 Discriminator Loss: 1.0481... Generator Loss: 1.6117
Epoch 1/1... Step 2690 Discriminator Loss: 1.0004... Generator Loss: 1.6213
Epoch 1/1... Step 2700 Discriminator Loss: 0.9371... Generator Loss: 2.2157
Epoch 1/1... Step 2710 Discriminator Loss: 0.9086... Generator Loss: 1.0153
Epoch 1/1... Step 2720 Discriminator Loss: 1.0264... Generator Loss: 0.9728
Epoch 1/1... Step 2730 Discriminator Loss: 1.5254... Generator Loss: 0.4327
Epoch 1/1... Step 2740 Discriminator Loss: 1.0321... Generator Loss: 0.9529
Epoch 1/1... Step 2750 Discriminator Loss: 0.9300... Generator Loss: 1.1061
Epoch 1/1... Step 2760 Discriminator Loss: 0.7519... Generator Loss: 1.1835
Epoch 1/1... Step 2770 Discriminator Loss: 0.8406... Generator Loss: 1.1913
Epoch 1/1... Step 2780 Discriminator Loss: 0.9941... Generator Loss: 0.9729
Epoch 1/1... Step 2790 Discriminator Loss: 0.8956... Generator Loss: 1.3058
Epoch 1/1... Step 2800 Discriminator Loss: 0.9607... Generator Loss: 1.0615
Epoch 1/1... Step 2810 Discriminator Loss: 1.0828... Generator Loss: 0.9377
Epoch 1/1... Step 2820 Discriminator Loss: 1.0055... Generator Loss: 0.8438
Epoch 1/1... Step 2830 Discriminator Loss: 1.2953... Generator Loss: 0.5575
Epoch 1/1... Step 2840 Discriminator Loss: 0.8706... Generator Loss: 1.6625
Epoch 1/1... Step 2850 Discriminator Loss: 1.3065... Generator Loss: 1.7644
Epoch 1/1... Step 2860 Discriminator Loss: 1.1837... Generator Loss: 0.7806
Epoch 1/1... Step 2870 Discriminator Loss: 0.9921... Generator Loss: 1.1173
Epoch 1/1... Step 2880 Discriminator Loss: 0.9566... Generator Loss: 1.1602
Epoch 1/1... Step 2890 Discriminator Loss: 1.1391... Generator Loss: 0.7543
Epoch 1/1... Step 2900 Discriminator Loss: 0.9611... Generator Loss: 0.8900
Epoch 1/1... Step 2910 Discriminator Loss: 1.0647... Generator Loss: 0.7706
Epoch 1/1... Step 2920 Discriminator Loss: 0.9790... Generator Loss: 0.9131
Epoch 1/1... Step 2930 Discriminator Loss: 0.9429... Generator Loss: 1.2194
Epoch 1/1... Step 2940 Discriminator Loss: 0.9114... Generator Loss: 3.3868
Epoch 1/1... Step 2950 Discriminator Loss: 1.0292... Generator Loss: 0.9577
Epoch 1/1... Step 2960 Discriminator Loss: 0.6382... Generator Loss: 1.3888
Epoch 1/1... Step 2970 Discriminator Loss: 0.5707... Generator Loss: 1.9140
Epoch 1/1... Step 2980 Discriminator Loss: 0.8454... Generator Loss: 1.0332
Epoch 1/1... Step 2990 Discriminator Loss: 0.9439... Generator Loss: 1.0170
Epoch 1/1... Step 3000 Discriminator Loss: 1.1022... Generator Loss: 0.6980
Epoch 1/1... Step 3010 Discriminator Loss: 1.2292... Generator Loss: 0.7497
Epoch 1/1... Step 3020 Discriminator Loss: 1.0080... Generator Loss: 1.0864
Epoch 1/1... Step 3030 Discriminator Loss: 0.7678... Generator Loss: 1.1104
Epoch 1/1... Step 3040 Discriminator Loss: 0.8631... Generator Loss: 1.0991
Epoch 1/1... Step 3050 Discriminator Loss: 0.8892... Generator Loss: 1.1947
Epoch 1/1... Step 3060 Discriminator Loss: 1.1401... Generator Loss: 1.0557
Epoch 1/1... Step 3070 Discriminator Loss: 1.3187... Generator Loss: 1.9894
Epoch 1/1... Step 3080 Discriminator Loss: 0.7818... Generator Loss: 1.5290
Epoch 1/1... Step 3090 Discriminator Loss: 0.9139... Generator Loss: 1.3823
Epoch 1/1... Step 3100 Discriminator Loss: 0.7656... Generator Loss: 1.6110
Epoch 1/1... Step 3110 Discriminator Loss: 0.8464... Generator Loss: 1.0483
Epoch 1/1... Step 3120 Discriminator Loss: 0.9307... Generator Loss: 0.9235
Epoch 1/1... Step 3130 Discriminator Loss: 0.6231... Generator Loss: 1.8049
Epoch 1/1... Step 3140 Discriminator Loss: 0.9311... Generator Loss: 0.9952
Epoch 1/1... Step 3150 Discriminator Loss: 1.4224... Generator Loss: 0.5433
Epoch 1/1... Step 3160 Discriminator Loss: 0.7883... Generator Loss: 1.2820
Epoch 1/1... Step 3170 Discriminator Loss: 1.8546... Generator Loss: 0.3014
Epoch 1/1... Step 3180 Discriminator Loss: 1.1650... Generator Loss: 0.9630
Epoch 1/1... Step 3190 Discriminator Loss: 0.9618... Generator Loss: 0.8453
Epoch 1/1... Step 3200 Discriminator Loss: 0.9799... Generator Loss: 0.8591
Epoch 1/1... Step 3210 Discriminator Loss: 1.1222... Generator Loss: 1.3899
Epoch 1/1... Step 3220 Discriminator Loss: 1.2940... Generator Loss: 0.5499
Epoch 1/1... Step 3230 Discriminator Loss: 0.7880... Generator Loss: 1.4926
Epoch 1/1... Step 3240 Discriminator Loss: 0.9489... Generator Loss: 0.8708
Epoch 1/1... Step 3250 Discriminator Loss: 0.9167... Generator Loss: 1.6362
Epoch 1/1... Step 3260 Discriminator Loss: 1.2246... Generator Loss: 0.6649
Epoch 1/1... Step 3270 Discriminator Loss: 1.0121... Generator Loss: 0.8549
Epoch 1/1... Step 3280 Discriminator Loss: 1.1198... Generator Loss: 1.0294
Epoch 1/1... Step 3290 Discriminator Loss: 1.0603... Generator Loss: 0.8106
Epoch 1/1... Step 3300 Discriminator Loss: 0.6789... Generator Loss: 1.4553
Epoch 1/1... Step 3310 Discriminator Loss: 0.7848... Generator Loss: 1.1925
Epoch 1/1... Step 3320 Discriminator Loss: 1.3332... Generator Loss: 0.5604
Epoch 1/1... Step 3330 Discriminator Loss: 1.4546... Generator Loss: 0.5162
Epoch 1/1... Step 3340 Discriminator Loss: 1.4443... Generator Loss: 0.5141
Epoch 1/1... Step 3350 Discriminator Loss: 1.0810... Generator Loss: 0.8517
Epoch 1/1... Step 3360 Discriminator Loss: 1.2040... Generator Loss: 0.6310
Epoch 1/1... Step 3370 Discriminator Loss: 1.1090... Generator Loss: 0.7959
Epoch 1/1... Step 3380 Discriminator Loss: 1.1268... Generator Loss: 1.6701
Epoch 1/1... Step 3390 Discriminator Loss: 1.4528... Generator Loss: 2.3047
Epoch 1/1... Step 3400 Discriminator Loss: 0.8245... Generator Loss: 1.7744
Epoch 1/1... Step 3410 Discriminator Loss: 1.1156... Generator Loss: 0.6672
Epoch 1/1... Step 3420 Discriminator Loss: 0.7369... Generator Loss: 1.4286
Epoch 1/1... Step 3430 Discriminator Loss: 1.1753... Generator Loss: 0.6984
Epoch 1/1... Step 3440 Discriminator Loss: 0.8352... Generator Loss: 1.1585
Epoch 1/1... Step 3450 Discriminator Loss: 1.1170... Generator Loss: 0.6763
Epoch 1/1... Step 3460 Discriminator Loss: 0.9991... Generator Loss: 1.6416
Epoch 1/1... Step 3470 Discriminator Loss: 0.9104... Generator Loss: 1.3071
Epoch 1/1... Step 3480 Discriminator Loss: 1.0989... Generator Loss: 0.7720
Epoch 1/1... Step 3490 Discriminator Loss: 0.9711... Generator Loss: 1.7139
Epoch 1/1... Step 3500 Discriminator Loss: 1.3472... Generator Loss: 0.5892
Epoch 1/1... Step 3510 Discriminator Loss: 0.9171... Generator Loss: 0.9852
Epoch 1/1... Step 3520 Discriminator Loss: 0.7733... Generator Loss: 1.2963
Epoch 1/1... Step 3530 Discriminator Loss: 1.5572... Generator Loss: 0.4473
Epoch 1/1... Step 3540 Discriminator Loss: 1.0551... Generator Loss: 0.9284
Epoch 1/1... Step 3550 Discriminator Loss: 0.8937... Generator Loss: 0.9548
Epoch 1/1... Step 3560 Discriminator Loss: 0.9562... Generator Loss: 1.5973
Epoch 1/1... Step 3570 Discriminator Loss: 0.9265... Generator Loss: 1.2308
Epoch 1/1... Step 3580 Discriminator Loss: 1.1018... Generator Loss: 0.7363
Epoch 1/1... Step 3590 Discriminator Loss: 0.9774... Generator Loss: 0.8821
Epoch 1/1... Step 3600 Discriminator Loss: 1.2159... Generator Loss: 0.6571
Epoch 1/1... Step 3610 Discriminator Loss: 0.9229... Generator Loss: 1.2599
Epoch 1/1... Step 3620 Discriminator Loss: 1.6866... Generator Loss: 0.3586
Epoch 1/1... Step 3630 Discriminator Loss: 1.5196... Generator Loss: 0.5288
Epoch 1/1... Step 3640 Discriminator Loss: 1.1142... Generator Loss: 1.3913
Epoch 1/1... Step 3650 Discriminator Loss: 0.8227... Generator Loss: 1.0581
Epoch 1/1... Step 3660 Discriminator Loss: 1.1477... Generator Loss: 0.7714
Epoch 1/1... Step 3670 Discriminator Loss: 0.9818... Generator Loss: 1.3340
Epoch 1/1... Step 3680 Discriminator Loss: 1.1099... Generator Loss: 0.7181
Epoch 1/1... Step 3690 Discriminator Loss: 1.1557... Generator Loss: 0.6658
Epoch 1/1... Step 3700 Discriminator Loss: 0.8017... Generator Loss: 1.1362
Epoch 1/1... Step 3710 Discriminator Loss: 1.3565... Generator Loss: 2.2374
Epoch 1/1... Step 3720 Discriminator Loss: 1.9448... Generator Loss: 0.3029
Epoch 1/1... Step 3730 Discriminator Loss: 1.3943... Generator Loss: 2.0216
Epoch 1/1... Step 3740 Discriminator Loss: 0.8603... Generator Loss: 0.9770
Epoch 1/1... Step 3750 Discriminator Loss: 0.8393... Generator Loss: 1.0658
Epoch 1/1... Step 3760 Discriminator Loss: 0.5931... Generator Loss: 1.6447
Epoch 1/1... Step 3770 Discriminator Loss: 0.8193... Generator Loss: 1.1550
Epoch 1/1... Step 3780 Discriminator Loss: 1.2178... Generator Loss: 0.6243
Epoch 1/1... Step 3790 Discriminator Loss: 1.0393... Generator Loss: 0.8572
Epoch 1/1... Step 3800 Discriminator Loss: 0.9211... Generator Loss: 2.1634
Epoch 1/1... Step 3810 Discriminator Loss: 2.7136... Generator Loss: 0.1345
Epoch 1/1... Step 3820 Discriminator Loss: 0.9502... Generator Loss: 1.3792
Epoch 1/1... Step 3830 Discriminator Loss: 0.9586... Generator Loss: 1.4536
Epoch 1/1... Step 3840 Discriminator Loss: 0.8872... Generator Loss: 1.3863
Epoch 1/1... Step 3850 Discriminator Loss: 1.1364... Generator Loss: 0.7475
Epoch 1/1... Step 3860 Discriminator Loss: 1.2705... Generator Loss: 0.6821
Epoch 1/1... Step 3870 Discriminator Loss: 1.1513... Generator Loss: 0.6824
Epoch 1/1... Step 3880 Discriminator Loss: 1.1385... Generator Loss: 0.7204
Epoch 1/1... Step 3890 Discriminator Loss: 1.0805... Generator Loss: 1.1115
Epoch 1/1... Step 3900 Discriminator Loss: 0.9794... Generator Loss: 1.0581
Epoch 1/1... Step 3910 Discriminator Loss: 0.7169... Generator Loss: 1.6991
Epoch 1/1... Step 3920 Discriminator Loss: 0.9271... Generator Loss: 0.9398
Epoch 1/1... Step 3930 Discriminator Loss: 0.6537... Generator Loss: 1.4987
Epoch 1/1... Step 3940 Discriminator Loss: 1.7108... Generator Loss: 0.3519
Epoch 1/1... Step 3950 Discriminator Loss: 0.9498... Generator Loss: 0.9946
Epoch 1/1... Step 3960 Discriminator Loss: 1.1334... Generator Loss: 0.9681
Epoch 1/1... Step 3970 Discriminator Loss: 0.9937... Generator Loss: 1.0760
Epoch 1/1... Step 3980 Discriminator Loss: 2.0801... Generator Loss: 2.9802
Epoch 1/1... Step 3990 Discriminator Loss: 1.1216... Generator Loss: 0.7016
Epoch 1/1... Step 4000 Discriminator Loss: 0.8482... Generator Loss: 1.0491
Epoch 1/1... Step 4010 Discriminator Loss: 0.8594... Generator Loss: 1.0485
Epoch 1/1... Step 4020 Discriminator Loss: 0.9932... Generator Loss: 1.6516
Epoch 1/1... Step 4030 Discriminator Loss: 1.0838... Generator Loss: 0.7437
Epoch 1/1... Step 4040 Discriminator Loss: 1.1510... Generator Loss: 1.8039
Epoch 1/1... Step 4050 Discriminator Loss: 0.8943... Generator Loss: 1.0137
Epoch 1/1... Step 4060 Discriminator Loss: 0.9574... Generator Loss: 0.8801
Epoch 1/1... Step 4070 Discriminator Loss: 1.1290... Generator Loss: 0.7656
Epoch 1/1... Step 4080 Discriminator Loss: 0.7817... Generator Loss: 1.3457
Epoch 1/1... Step 4090 Discriminator Loss: 0.9668... Generator Loss: 0.9656
Epoch 1/1... Step 4100 Discriminator Loss: 0.6418... Generator Loss: 1.7819
Epoch 1/1... Step 4110 Discriminator Loss: 0.4850... Generator Loss: 2.4602
Epoch 1/1... Step 4120 Discriminator Loss: 1.5177... Generator Loss: 0.4543
Epoch 1/1... Step 4130 Discriminator Loss: 0.9392... Generator Loss: 1.2384
Epoch 1/1... Step 4140 Discriminator Loss: 0.8773... Generator Loss: 1.0671
Epoch 1/1... Step 4150 Discriminator Loss: 0.9039... Generator Loss: 1.3539
Epoch 1/1... Step 4160 Discriminator Loss: 0.8899... Generator Loss: 0.9234
Epoch 1/1... Step 4170 Discriminator Loss: 1.0271... Generator Loss: 0.9070
Epoch 1/1... Step 4180 Discriminator Loss: 1.8909... Generator Loss: 0.3272
Epoch 1/1... Step 4190 Discriminator Loss: 0.9433... Generator Loss: 1.3486
Epoch 1/1... Step 4200 Discriminator Loss: 1.3493... Generator Loss: 0.6193
Epoch 1/1... Step 4210 Discriminator Loss: 0.9674... Generator Loss: 1.9826
Epoch 1/1... Step 4220 Discriminator Loss: 1.3073... Generator Loss: 1.7190
Epoch 1/1... Step 4230 Discriminator Loss: 1.5211... Generator Loss: 0.4775
Epoch 1/1... Step 4240 Discriminator Loss: 0.7331... Generator Loss: 1.2862
Epoch 1/1... Step 4250 Discriminator Loss: 0.9428... Generator Loss: 1.3504
Epoch 1/1... Step 4260 Discriminator Loss: 0.9000... Generator Loss: 0.9532
Epoch 1/1... Step 4270 Discriminator Loss: 0.8403... Generator Loss: 1.0464
Epoch 1/1... Step 4280 Discriminator Loss: 0.8835... Generator Loss: 1.2874
Epoch 1/1... Step 4290 Discriminator Loss: 0.9861... Generator Loss: 1.7786
Epoch 1/1... Step 4300 Discriminator Loss: 0.9011... Generator Loss: 0.8924
Epoch 1/1... Step 4310 Discriminator Loss: 0.9930... Generator Loss: 1.0750
Epoch 1/1... Step 4320 Discriminator Loss: 1.2307... Generator Loss: 0.6728
Epoch 1/1... Step 4330 Discriminator Loss: 0.9028... Generator Loss: 1.2311
Epoch 1/1... Step 4340 Discriminator Loss: 0.9841... Generator Loss: 1.1112
Epoch 1/1... Step 4350 Discriminator Loss: 0.9348... Generator Loss: 1.7650
Epoch 1/1... Step 4360 Discriminator Loss: 1.4586... Generator Loss: 0.5068
Epoch 1/1... Step 4370 Discriminator Loss: 0.9264... Generator Loss: 0.9226
Epoch 1/1... Step 4380 Discriminator Loss: 1.3928... Generator Loss: 0.5050
Epoch 1/1... Step 4390 Discriminator Loss: 2.6684... Generator Loss: 0.1355
Epoch 1/1... Step 4400 Discriminator Loss: 1.0214... Generator Loss: 0.7950
Epoch 1/1... Step 4410 Discriminator Loss: 0.9826... Generator Loss: 0.8988
Epoch 1/1... Step 4420 Discriminator Loss: 0.8631... Generator Loss: 1.0377
Epoch 1/1... Step 4430 Discriminator Loss: 1.0815... Generator Loss: 0.8303
Epoch 1/1... Step 4440 Discriminator Loss: 0.8770... Generator Loss: 1.1804
Epoch 1/1... Step 4450 Discriminator Loss: 1.0979... Generator Loss: 0.7768
Epoch 1/1... Step 4460 Discriminator Loss: 1.0361... Generator Loss: 0.8918
Epoch 1/1... Step 4470 Discriminator Loss: 0.9306... Generator Loss: 0.9477
Epoch 1/1... Step 4480 Discriminator Loss: 0.9221... Generator Loss: 0.9651
Epoch 1/1... Step 4490 Discriminator Loss: 1.0094... Generator Loss: 0.8286
Epoch 1/1... Step 4500 Discriminator Loss: 1.1715... Generator Loss: 2.1326
Epoch 1/1... Step 4510 Discriminator Loss: 0.8687... Generator Loss: 1.1292
Epoch 1/1... Step 4520 Discriminator Loss: 1.1074... Generator Loss: 0.8320
Epoch 1/1... Step 4530 Discriminator Loss: 1.1052... Generator Loss: 0.9952
Epoch 1/1... Step 4540 Discriminator Loss: 0.9063... Generator Loss: 0.9328
Epoch 1/1... Step 4550 Discriminator Loss: 0.8624... Generator Loss: 1.0842
Epoch 1/1... Step 4560 Discriminator Loss: 1.2360... Generator Loss: 0.8979
Epoch 1/1... Step 4570 Discriminator Loss: 1.2025... Generator Loss: 0.8319
Epoch 1/1... Step 4580 Discriminator Loss: 1.2176... Generator Loss: 0.6402
Epoch 1/1... Step 4590 Discriminator Loss: 1.1135... Generator Loss: 1.1554
Epoch 1/1... Step 4600 Discriminator Loss: 0.8378... Generator Loss: 1.3366
Epoch 1/1... Step 4610 Discriminator Loss: 1.8574... Generator Loss: 0.3073
Epoch 1/1... Step 4620 Discriminator Loss: 1.0962... Generator Loss: 0.9589
Epoch 1/1... Step 4630 Discriminator Loss: 1.1300... Generator Loss: 0.8732
Epoch 1/1... Step 4640 Discriminator Loss: 0.8426... Generator Loss: 1.9063
Epoch 1/1... Step 4650 Discriminator Loss: 0.9157... Generator Loss: 1.0292
Epoch 1/1... Step 4660 Discriminator Loss: 0.7701... Generator Loss: 1.3137
Epoch 1/1... Step 4670 Discriminator Loss: 0.7860... Generator Loss: 1.3769
Epoch 1/1... Step 4680 Discriminator Loss: 0.9647... Generator Loss: 1.4565
Epoch 1/1... Step 4690 Discriminator Loss: 1.4383... Generator Loss: 2.0462
Epoch 1/1... Step 4700 Discriminator Loss: 0.7582... Generator Loss: 1.3388
Epoch 1/1... Step 4710 Discriminator Loss: 0.9173... Generator Loss: 0.9501
Epoch 1/1... Step 4720 Discriminator Loss: 1.0895... Generator Loss: 1.0976
Epoch 1/1... Step 4730 Discriminator Loss: 0.9326... Generator Loss: 0.9014
Epoch 1/1... Step 4740 Discriminator Loss: 1.2095... Generator Loss: 0.8658
Epoch 1/1... Step 4750 Discriminator Loss: 0.9423... Generator Loss: 0.9414
Epoch 1/1... Step 4760 Discriminator Loss: 1.4631... Generator Loss: 0.4633
Epoch 1/1... Step 4770 Discriminator Loss: 0.9231... Generator Loss: 0.9923
Epoch 1/1... Step 4780 Discriminator Loss: 0.9416... Generator Loss: 0.9936
Epoch 1/1... Step 4790 Discriminator Loss: 0.9934... Generator Loss: 0.8426
Epoch 1/1... Step 4800 Discriminator Loss: 1.0575... Generator Loss: 0.8626
Epoch 1/1... Step 4810 Discriminator Loss: 1.3936... Generator Loss: 0.5228
Epoch 1/1... Step 4820 Discriminator Loss: 0.9201... Generator Loss: 1.0046
Epoch 1/1... Step 4830 Discriminator Loss: 1.0602... Generator Loss: 0.7748
Epoch 1/1... Step 4840 Discriminator Loss: 0.8867... Generator Loss: 1.6886
Epoch 1/1... Step 4850 Discriminator Loss: 1.2913... Generator Loss: 0.6513
Epoch 1/1... Step 4860 Discriminator Loss: 0.7786... Generator Loss: 1.4501
Epoch 1/1... Step 4870 Discriminator Loss: 0.9304... Generator Loss: 0.9230
Epoch 1/1... Step 4880 Discriminator Loss: 0.9968... Generator Loss: 1.3331
Epoch 1/1... Step 4890 Discriminator Loss: 0.9187... Generator Loss: 1.1012
Epoch 1/1... Step 4900 Discriminator Loss: 1.1061... Generator Loss: 0.6877
Epoch 1/1... Step 4910 Discriminator Loss: 0.8861... Generator Loss: 0.9744
Epoch 1/1... Step 4920 Discriminator Loss: 1.7991... Generator Loss: 2.4696
Epoch 1/1... Step 4930 Discriminator Loss: 1.2407... Generator Loss: 0.7238
Epoch 1/1... Step 4940 Discriminator Loss: 0.9597... Generator Loss: 1.6964
Epoch 1/1... Step 4950 Discriminator Loss: 1.1786... Generator Loss: 0.6719
Epoch 1/1... Step 4960 Discriminator Loss: 1.1313... Generator Loss: 0.7556
Epoch 1/1... Step 4970 Discriminator Loss: 0.7576... Generator Loss: 1.2145
Epoch 1/1... Step 4980 Discriminator Loss: 0.7887... Generator Loss: 1.1449
Epoch 1/1... Step 4990 Discriminator Loss: 1.0273... Generator Loss: 0.8706
Epoch 1/1... Step 5000 Discriminator Loss: 0.7445... Generator Loss: 1.8366
Epoch 1/1... Step 5010 Discriminator Loss: 0.8472... Generator Loss: 1.0959
Epoch 1/1... Step 5020 Discriminator Loss: 0.9989... Generator Loss: 1.1951
Epoch 1/1... Step 5030 Discriminator Loss: 0.8526... Generator Loss: 1.1471
Epoch 1/1... Step 5040 Discriminator Loss: 0.8260... Generator Loss: 1.1001
Epoch 1/1... Step 5050 Discriminator Loss: 0.8355... Generator Loss: 1.0220
Epoch 1/1... Step 5060 Discriminator Loss: 0.9244... Generator Loss: 1.0945
Epoch 1/1... Step 5070 Discriminator Loss: 1.5573... Generator Loss: 0.5139
Epoch 1/1... Step 5080 Discriminator Loss: 2.4236... Generator Loss: 0.1916
Epoch 1/1... Step 5090 Discriminator Loss: 0.9033... Generator Loss: 1.0028
Epoch 1/1... Step 5100 Discriminator Loss: 1.4333... Generator Loss: 2.0769
Epoch 1/1... Step 5110 Discriminator Loss: 1.2023... Generator Loss: 0.6332
Epoch 1/1... Step 5120 Discriminator Loss: 1.2843... Generator Loss: 0.5600
Epoch 1/1... Step 5130 Discriminator Loss: 0.8645... Generator Loss: 1.1409
Epoch 1/1... Step 5140 Discriminator Loss: 0.7814... Generator Loss: 1.1355
Epoch 1/1... Step 5150 Discriminator Loss: 2.5594... Generator Loss: 0.1519
Epoch 1/1... Step 5160 Discriminator Loss: 0.9966... Generator Loss: 1.7752
Epoch 1/1... Step 5170 Discriminator Loss: 1.0663... Generator Loss: 0.7545
Epoch 1/1... Step 5180 Discriminator Loss: 1.1178... Generator Loss: 0.7451
Epoch 1/1... Step 5190 Discriminator Loss: 1.0241... Generator Loss: 0.7626
Epoch 1/1... Step 5200 Discriminator Loss: 0.9828... Generator Loss: 1.4976
Epoch 1/1... Step 5210 Discriminator Loss: 1.0718... Generator Loss: 0.7731
Epoch 1/1... Step 5220 Discriminator Loss: 1.0167... Generator Loss: 0.7652
Epoch 1/1... Step 5230 Discriminator Loss: 1.0711... Generator Loss: 0.7335
Epoch 1/1... Step 5240 Discriminator Loss: 1.9182... Generator Loss: 2.2537
Epoch 1/1... Step 5250 Discriminator Loss: 1.7816... Generator Loss: 0.3267
Epoch 1/1... Step 5260 Discriminator Loss: 1.3217... Generator Loss: 0.5960
Epoch 1/1... Step 5270 Discriminator Loss: 1.4632... Generator Loss: 2.2512
Epoch 1/1... Step 5280 Discriminator Loss: 0.7463... Generator Loss: 1.5336
Epoch 1/1... Step 5290 Discriminator Loss: 1.0218... Generator Loss: 0.8748
Epoch 1/1... Step 5300 Discriminator Loss: 0.8754... Generator Loss: 0.9812
Epoch 1/1... Step 5310 Discriminator Loss: 1.3899... Generator Loss: 2.0942
Epoch 1/1... Step 5320 Discriminator Loss: 1.2308... Generator Loss: 0.8742
Epoch 1/1... Step 5330 Discriminator Loss: 0.8951... Generator Loss: 0.9374
Epoch 1/1... Step 5340 Discriminator Loss: 0.9230... Generator Loss: 1.0978
Epoch 1/1... Step 5350 Discriminator Loss: 0.7828... Generator Loss: 1.1583
Epoch 1/1... Step 5360 Discriminator Loss: 1.0951... Generator Loss: 0.7361
Epoch 1/1... Step 5370 Discriminator Loss: 1.0457... Generator Loss: 0.7975
Epoch 1/1... Step 5380 Discriminator Loss: 0.8689... Generator Loss: 1.2501
Epoch 1/1... Step 5390 Discriminator Loss: 0.9750... Generator Loss: 1.0617
Epoch 1/1... Step 5400 Discriminator Loss: 0.9232... Generator Loss: 0.9097
Epoch 1/1... Step 5410 Discriminator Loss: 0.7947... Generator Loss: 1.1305
Epoch 1/1... Step 5420 Discriminator Loss: 1.3669... Generator Loss: 0.5093
Epoch 1/1... Step 5430 Discriminator Loss: 1.0420... Generator Loss: 0.7556
Epoch 1/1... Step 5440 Discriminator Loss: 1.4999... Generator Loss: 0.4733
Epoch 1/1... Step 5450 Discriminator Loss: 0.7417... Generator Loss: 1.4489
Epoch 1/1... Step 5460 Discriminator Loss: 1.0045... Generator Loss: 1.1350
Epoch 1/1... Step 5470 Discriminator Loss: 0.9173... Generator Loss: 0.9902
Epoch 1/1... Step 5480 Discriminator Loss: 1.5766... Generator Loss: 0.4208
Epoch 1/1... Step 5490 Discriminator Loss: 1.0123... Generator Loss: 1.8012
Epoch 1/1... Step 5500 Discriminator Loss: 1.0652... Generator Loss: 0.7927
Epoch 1/1... Step 5510 Discriminator Loss: 0.8895... Generator Loss: 0.9596
Epoch 1/1... Step 5520 Discriminator Loss: 1.5257... Generator Loss: 0.4254
Epoch 1/1... Step 5530 Discriminator Loss: 0.7736... Generator Loss: 1.2710
Epoch 1/1... Step 5540 Discriminator Loss: 1.4848... Generator Loss: 2.1134
Epoch 1/1... Step 5550 Discriminator Loss: 0.8066... Generator Loss: 1.0489
Epoch 1/1... Step 5560 Discriminator Loss: 0.8004... Generator Loss: 1.6074
Epoch 1/1... Step 5570 Discriminator Loss: 1.1197... Generator Loss: 0.9168
Epoch 1/1... Step 5580 Discriminator Loss: 0.6691... Generator Loss: 1.3562
Epoch 1/1... Step 5590 Discriminator Loss: 1.0257... Generator Loss: 0.8059
Epoch 1/1... Step 5600 Discriminator Loss: 1.0772... Generator Loss: 0.8252
Epoch 1/1... Step 5610 Discriminator Loss: 0.8690... Generator Loss: 1.0229
Epoch 1/1... Step 5620 Discriminator Loss: 0.6846... Generator Loss: 1.4304
Epoch 1/1... Step 5630 Discriminator Loss: 0.9158... Generator Loss: 1.0220
Epoch 1/1... Step 5640 Discriminator Loss: 1.1687... Generator Loss: 0.8078
Epoch 1/1... Step 5650 Discriminator Loss: 1.5234... Generator Loss: 1.9776
Epoch 1/1... Step 5660 Discriminator Loss: 0.7802... Generator Loss: 1.3249
Epoch 1/1... Step 5670 Discriminator Loss: 1.2608... Generator Loss: 0.5901
Epoch 1/1... Step 5680 Discriminator Loss: 2.5406... Generator Loss: 0.2302
Epoch 1/1... Step 5690 Discriminator Loss: 1.3754... Generator Loss: 0.6426
Epoch 1/1... Step 5700 Discriminator Loss: 0.9303... Generator Loss: 0.9579
Epoch 1/1... Step 5710 Discriminator Loss: 0.8817... Generator Loss: 1.0785
Epoch 1/1... Step 5720 Discriminator Loss: 0.9732... Generator Loss: 0.9596
Epoch 1/1... Step 5730 Discriminator Loss: 0.7400... Generator Loss: 1.3014
Epoch 1/1... Step 5740 Discriminator Loss: 1.0381... Generator Loss: 0.7558
Epoch 1/1... Step 5750 Discriminator Loss: 0.8777... Generator Loss: 1.1181
Epoch 1/1... Step 5760 Discriminator Loss: 1.0313... Generator Loss: 0.8304
Epoch 1/1... Step 5770 Discriminator Loss: 0.9991... Generator Loss: 1.5120
Epoch 1/1... Step 5780 Discriminator Loss: 0.7823... Generator Loss: 1.3433
Epoch 1/1... Step 5790 Discriminator Loss: 1.1591... Generator Loss: 0.6914
Epoch 1/1... Step 5800 Discriminator Loss: 0.6734... Generator Loss: 1.7326
Epoch 1/1... Step 5810 Discriminator Loss: 1.4080... Generator Loss: 0.5929
Epoch 1/1... Step 5820 Discriminator Loss: 0.9293... Generator Loss: 0.8913
Epoch 1/1... Step 5830 Discriminator Loss: 1.9449... Generator Loss: 0.2998
Epoch 1/1... Step 5840 Discriminator Loss: 1.1371... Generator Loss: 0.8505
Epoch 1/1... Step 5850 Discriminator Loss: 1.1190... Generator Loss: 0.7472
Epoch 1/1... Step 5860 Discriminator Loss: 0.7293... Generator Loss: 1.1948
Epoch 1/1... Step 5870 Discriminator Loss: 1.1569... Generator Loss: 0.9597
Epoch 1/1... Step 5880 Discriminator Loss: 1.1120... Generator Loss: 1.3530
Epoch 1/1... Step 5890 Discriminator Loss: 1.1327... Generator Loss: 0.7744
Epoch 1/1... Step 5900 Discriminator Loss: 0.8841... Generator Loss: 1.0440
Epoch 1/1... Step 5910 Discriminator Loss: 0.9723... Generator Loss: 0.9439
Epoch 1/1... Step 5920 Discriminator Loss: 0.9167... Generator Loss: 1.1447
Epoch 1/1... Step 5930 Discriminator Loss: 1.1223... Generator Loss: 0.7301
Epoch 1/1... Step 5940 Discriminator Loss: 1.1434... Generator Loss: 1.8714
Epoch 1/1... Step 5950 Discriminator Loss: 0.7484... Generator Loss: 1.2573
Epoch 1/1... Step 5960 Discriminator Loss: 1.2241... Generator Loss: 0.6744
Epoch 1/1... Step 5970 Discriminator Loss: 0.7669... Generator Loss: 1.1203
Epoch 1/1... Step 5980 Discriminator Loss: 0.8157... Generator Loss: 1.1808
Epoch 1/1... Step 5990 Discriminator Loss: 1.3770... Generator Loss: 0.6163
Epoch 1/1... Step 6000 Discriminator Loss: 0.7954... Generator Loss: 1.2541
Epoch 1/1... Step 6010 Discriminator Loss: 1.1168... Generator Loss: 0.7916
Epoch 1/1... Step 6020 Discriminator Loss: 1.1850... Generator Loss: 0.7202
Epoch 1/1... Step 6030 Discriminator Loss: 1.0265... Generator Loss: 0.9056
Epoch 1/1... Step 6040 Discriminator Loss: 1.0335... Generator Loss: 0.8691
Epoch 1/1... Step 6050 Discriminator Loss: 0.9444... Generator Loss: 0.9138
Epoch 1/1... Step 6060 Discriminator Loss: 1.3316... Generator Loss: 0.5248
Epoch 1/1... Step 6070 Discriminator Loss: 0.8602... Generator Loss: 1.6554
Epoch 1/1... Step 6080 Discriminator Loss: 1.1725... Generator Loss: 0.7134
Epoch 1/1... Step 6090 Discriminator Loss: 1.3107... Generator Loss: 0.6468
Epoch 1/1... Step 6100 Discriminator Loss: 0.9866... Generator Loss: 1.5555
Epoch 1/1... Step 6110 Discriminator Loss: 0.8428... Generator Loss: 1.5996
Epoch 1/1... Step 6120 Discriminator Loss: 1.0184... Generator Loss: 1.8567
Epoch 1/1... Step 6130 Discriminator Loss: 0.9142... Generator Loss: 1.0756
Epoch 1/1... Step 6140 Discriminator Loss: 1.1880... Generator Loss: 0.6281
Epoch 1/1... Step 6150 Discriminator Loss: 0.7261... Generator Loss: 1.3844
Epoch 1/1... Step 6160 Discriminator Loss: 0.9380... Generator Loss: 1.1417
Epoch 1/1... Step 6170 Discriminator Loss: 1.0539... Generator Loss: 0.7860
Epoch 1/1... Step 6180 Discriminator Loss: 0.9558... Generator Loss: 1.3479
Epoch 1/1... Step 6190 Discriminator Loss: 0.9741... Generator Loss: 0.9876
Epoch 1/1... Step 6200 Discriminator Loss: 0.7732... Generator Loss: 1.1522
Epoch 1/1... Step 6210 Discriminator Loss: 0.8271... Generator Loss: 1.0686
Epoch 1/1... Step 6220 Discriminator Loss: 1.0298... Generator Loss: 1.0759
Epoch 1/1... Step 6230 Discriminator Loss: 1.1463... Generator Loss: 1.8279
Epoch 1/1... Step 6240 Discriminator Loss: 1.1577... Generator Loss: 0.7905
Epoch 1/1... Step 6250 Discriminator Loss: 0.9040... Generator Loss: 1.4261
Epoch 1/1... Step 6260 Discriminator Loss: 0.8513... Generator Loss: 1.0025
Epoch 1/1... Step 6270 Discriminator Loss: 1.6346... Generator Loss: 0.4033
Epoch 1/1... Step 6280 Discriminator Loss: 1.3214... Generator Loss: 0.5643
Epoch 1/1... Step 6290 Discriminator Loss: 1.1888... Generator Loss: 0.6780
Epoch 1/1... Step 6300 Discriminator Loss: 1.0005... Generator Loss: 1.0357
Epoch 1/1... Step 6310 Discriminator Loss: 0.8894... Generator Loss: 1.3887
Epoch 1/1... Step 6320 Discriminator Loss: 0.9863... Generator Loss: 0.8547
Epoch 1/1... Step 6330 Discriminator Loss: 0.8323... Generator Loss: 1.0456
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